{
 "metadata": {
  "name": "apt_compare"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "My BGE Smart Meter Data - Comparing New and Old Apartments\n"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This notebook composed by Justin Elszasz.\n",
      "\n",
      "Exploratory data analysis is conducted for a dataset consisting of hourly apartment electricity consumption in kilowatt-hours.  The data are obtained directly from the utility company Baltimore Gas and Electric via the Green Button smart meter data protocol.  Additionally, hourly weather data are obtained using the open API at Weather Underground (weatherunderground.com).\n",
      "\n",
      "Data are missing from May 1 to May 23.  There are two apartments shown. A description of the differences between the two apartments can be found here: http://jtelszasz.github.io/blog_project/articles/The-New-Pad/\n",
      "\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "import numpy as np\n",
      "#import import_funcs\n",
      "reload(import_funcs)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<module 'import_funcs' from 'import_funcs.py'>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "I wrote a couple of functions to cleanly import the data for both the electricity use and for weather using the Weather Underground API and put them in a class (import_funcs.py) of their own.  I did this (as opposed to importing directly here) because I intend to use those functions elsewhere.  Sorry I don't have them nicely embedded here."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Import the BGE hourly electricity data and weather data using import_funcs.py class\n",
      "old_apt = import_funcs.BGEdata(\"south\")\n",
      "new_apt = import_funcs.BGEdata(\"north\")\n",
      "weather = import_funcs.weather()\n",
      "\n",
      "# Merge into one Pandas dataframe\n",
      "old_apt_and_weather = pd.merge(weather,old_apt,left_index=True,right_index=True)\n",
      "new_apt_and_weather = pd.merge(weather,new_apt,left_index=True,right_index=True)\n",
      "#new_apt_and_weather = new_apt\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 36
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Time Series"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Pretty colors\n",
      "gray_light = '#bbbbbb'\n",
      "gray_med = '#737373'\n",
      "red_orange = '#ff3700'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 208
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[10,3])\n",
      "plot_south = old_apt_and_weather['USAGE'].plot(color=gray_light,linewidth=.6)\n",
      "plot_north = new_apt_and_weather['USAGE'].plot(color=red_orange,grid='off',linewidth=.6)\n",
      "xlim([min(old_apt_and_weather.index),max(new_apt_and_weather.index)])\n",
      "title('Time Series, Hourly Electricity Consumption')\n",
      "legend(['Old Apt','New Apt'],loc='upper left')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('')\n",
      "\n",
      "fig.savefig('plots/New-Old-TS.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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56NAhPPDAA7rnDrgS23/3u9/hs88+Q3x8PAYMGIBjx47htttuAwC8/fbb6NmzJ5KTk7F4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\nAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 114
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[14,3])\n",
      "plot_north = new_apt_and_weather['USAGE'].plot(color=red_orange,grid='off',linewidth=.6)\n",
      "#xlim([min(old_apt_and_weather.index),max(new_apt_and_weather.index)])\n",
      "title('Time Series, Hourly Electricity Consumption')\n",
      "#legend(['Old Apt','New Apt'],loc='upper left')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('')\n",
      "\n",
      "#fig.savefig('plots/New-TS.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 118,
       "text": [
        "<matplotlib.text.Text at 0xa90b750>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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396uZ8dLNLBZLr0uKaTIzmZmZTjnnKjTmPwrs3p7rVnRxsAYzAFBUVIQxY8Zg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bRZp/SicJEj++iGpPXRrRYbV6qFg9h4iq3/42PAwt+qxzFjLrnaP30beGcpFREwy7kAKFFz3BQK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\nuTQMwzAMw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      }
     ],
     "prompt_number": 118
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Elec v. Temp\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[8,6])\n",
      "plot_old = plot(old_apt_and_weather['tempF'],old_apt_and_weather['USAGE'],'x',color=gray_light)\n",
      "plot_new = plot(new_apt_and_weather['tempF'],new_apt_and_weather['USAGE'],'x',color=red_orange)\n",
      "legend(['Old Apt','New Apt'],loc='upper left')\n",
      "title('Electricity Usage and Outdoor Temperature')\n",
      "ylabel('Usage (kWh)')\n",
      "xlabel('Outdoor Temperature (deg F)')\n",
      "\n",
      "fig.savefig('plots/New-Old-Elec-Temp.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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mG+MWrdMmhBBHRJtvOCRKrkIIIeNVg4R2F3MwlFyFEELGI9p8Y1yioE0IIY6G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BoxxW/980H1gHvMS8C+7/HQg/b9cgxrtDiwWCy82VqSlZIyNWESezweni811w5Uo9EcIiAJhULe\nGBQptXOvk8wpH9WjJFk8AXcAuHXrFmQyGQXqXC7Hq1Ksrq7C7XZTb+xwOIyhoSEsLS0hk8lgcXER\ndrudWksSgBgbG6OtAHJ+XMCJRCKQy+UIBoPI5/MIBoMUtDY3N9He3o5kMgmj0Qi1Wo3R0VGk02ms\nrq4CYHW+iV+1z+dDIBCA2WxGLBbD7i4rfNHR0UEXa8TbnFwfwLK3BwcHEY1G0dHRAaFQSMl0gUAA\nbre7YUZJmP4km+Z+B4xGI69fTfrepKROwNZoNPJK6NzjlMtliEQitLW10dfIgiGRSBxZoq4njRHA\n5SqpxWIx3iIqHA7zmOlcAl4+n8f6X34DyCZ5ft+rAiUKv/+f78/I0J2MJ9WXf4kZCBFSef8fAP/z\nvwGfeQz44hPsCNcXnwCefTegt7AAeWOG1Q1fmeMf7wd/zZbCvznDAu+7n2HHwMbfwj9PQgjLZ4E/\n+jAL6t8OsuXyZx8H3vwrBwD8G7/PZuDEZCSTZElx+exhCdVXXzk4BpeFzhV3qR8rO89M8Yc8HnrQ\nvl/RaHHQ2toKq9V6qJ/JdZYiTOSVlRWMjIzA4/FQZTMANGusnw3mzuh2dnbysmkyntXd3Q2A/dE1\nGAwUKEjs7u7yRrNKpRLkcjmmpqYo+FQqFcTjcQouV69exd7eHmw2GwXoaDSKlpYWTE1Nobe3F1Kp\nFCaTiZeti8ViShojGT0BaFJKv3LlCp3TZhgGbrebkufITLZIJKLyqVqtFoVCAeVymbqUiUQixGIx\n7O3tIZfLQaPRIJvNQiaTYW5ujs6G6/V6WraXSCSH+tX7+/uw2WzQ6/VNCYz1FY6BgYFDVY22tja0\ntrYCYAE0FovBZrMhmUzSaxcIBNjd3aXz/EQkh1vxqM+guVUSrhZ5PYO7Pksm3wGyeCDgzxV3IYsp\n7nWur69T7XjZG34GbX/zJzzQNH/3JaTf94X7AwR3Ajr1Y0/EHISYgWj0bE/7X/8XMPYocO0N7OOP\n/o4VV/nKd9hS9OhPAx/4aVbeVKNns/WXnwfe8mvA7uZBnxxgS82NZokH/h2wcJPNzgH2cS8MXP/3\n/Gt8kmMy8sIngDe+hV0Q1EuoAgeLg6EJtuxOxF2aLWgumeLnNh76nvbrHfU9Y9L7tFqtmJubo9ke\n6Rc7nU5q5Uj6maSfPDU1hfHx8YY94UY97UZ/52bNc3NzkEqlVLFteHiYqnGRuXLSQzeZTDAajRRc\nRkdHAQA+nw9CoRCZTIZKeHJ7+kajEYVCAR6PB2NjY5DL5djZ2cHq6ip0Oh1isRhaWlp4i5NwOIy2\ntjaYzWaYTCbam+/r60M6nYbBYEAmk6F9+8XFRTqX7vV6ea0PvV6PgYEBKl1KSuKJRAIMw9CWw/b2\nNsLhMO0Zc/vILper4T1t1uvl9pW57yFZLsMw0Gq1WFpaQktLCwAgm83Skvjm5iYCgQCGh4cRiURo\nJYC73/p+ejOuw0m+GyS4fW7Cnq/v0dNHkw6FP/4oFO/9FPJ//jmon/o/ITFaDveIzzLu9bGe+S/A\n//4hFgz/4ZtsibvHDSz8G/DF//fgeD/9NqCwD/zei+yYl6GFJZwR4DuuFzz5d+x+X7xdHv/5x4An\nnmUXEGQb0nfOJg+uEQI20//sjYMSPVmwAIf74Y9/snEPnpzjUX36y7jjuOxpX+AgZUa73Q6LxQKA\nJSQplUpMTU1BrVbT0iPRqa5WqxgZGaH92pOobAHHj7U1YvxeuXKF7ntkZATz8/MYGBhAMpmkAiCE\nAZ1IJFCpVKh8JmEvV6tVaj9JGOHBYBAajYZuQ0RfvF4vstks1tfXMTAwQLP8TCaD9vZ2ugBoxpgm\noiM+n48nSOJ0OqkKG1GKIyxwYiSiUCggFArhcDjovDwAKgnLZY4DrCpcOp2mvXq73Y75+XneOBcX\nmLn3mdt64Wa6ZJQrlUphc3MTFosF2WwWJpOJ3lMy167VaqnoDgAsLy8fMhU5aZxk5LG+zw0cZPGN\nevXrsRQkj38c8l93QfHeT7GAfT9Hhu72WI364h/7BhDdYslkAPv4tvexgJ1JsoB5YwbQmVh2+Ntt\n7ONPvvWwFedRveCJXwTUOiB6W3RHIGCfcxXSyNz2S7dL6C89C3zxvcDTX28sksLNnN/xYRawuSx0\nbnn8kil+ruMStI+JsxSK4IqokB/sdDqNSCRCFb4ymQxvRpb84KtUKqRSKUQikUMqW8FgkJp4cM/5\nuLG2+h9vkpk6nU5MT09jYGAAKysr6O7uxtTUFNxuN/WTrpfP1Gg0dAa7paWF2niSIPPhk5OTVNec\njHy1trZiaWmJgodKpcLc3Byq1eohwp3P56O9dbVajUwmg5aWFgQCAfj9fmi1WuRyOXR0dGB3dxfl\nchkGgwEMw8BoNGJ/fx9+vx8qlYoCNfksstks5HI5rWRwFzWLi4s8y0yiYLe4uNh0Pplsy41KpQKh\nUEj/RhY0BJwHBweRyWR498tms6FQKPCuEzgoaQMnm9s+6Xejvsyv1+vh9/sp14HcH7JviUSCLpMO\n+f/r8yj8pQ/5P/8cyhsr9w8I7gXoNOqLf+0p4IffYXvJ3w6yj199ii2Bv/AJ4OlvsCXyX/0tYHma\n3W55mi13HxX1C4RMku1p18Bm87Uae2xynKEJtpddKbHvAdhHUxsw/6/8fXPlUG98mV1UfOLXgD/7\n1AHYc3XQgcYKaaNvOuifc8/zvGiPP0RxCdrHxFkKRZD5Zu4PtlqtpqQ1h8OBYrHIsm9vO0URRa6r\nV6/CbDajVqsdUtliGIZXfjmJ+At5H/fHO51Ow+12Y3FxkfbVnU4n1tbWqPDHlStXeGQ1n88Hn8+H\nxP/P3peHR1ZW6b+172vWTjqdtVKppLIRMA4BhQFUFOcnoDAojgOKgLLTbNINyqKsCo2gDQoz0iiM\nIziDCo44gBDHSFdnrVT2PZ3KUltq339/fP19dW9l6fQKNDnPwxNquUvdul3nO+e8i8eDwsJCqFQq\n6PV6hMNhdHd3Y3BwECaTCVqtFoODg2htbcXU1BTsdjvzBHc6nQiHw4hEImhpaUEoFEIymeThAugc\nnnYjVCoVZmZmoNFoYDAY4HQ64fV64Xa7oVKpGHBKqVTC4/GgsbERcrkcW7duRSwWY2h2+l1Q0NnQ\n0BBKS0thNBp5EqWUgse9D4LBIGpqalZYjtJkVlRUhK6uLpa46XdZUlLCErJarYZQKERhYSEKCwsx\nPT0NrVbLm2nb7XaYTCbEYjE4nU4sLy/zQHRApspfj7e90XsjG8hIHcREIhHTwu/r68s4ubkXEfnR\nzdDf9mPIy2ug3v44Ivd9HfGLbzw+2tBHQ4d6tbm4ewFIxDOWldc+QoBfd335wAKhNOP8VV4LtJwJ\n1H4MeOCbJOFyg5vwshcIb71CZto7nyOANakMmBgkYDRemzoNVDdlqmexFKsGdxFTsA2oPZnsP7BM\nkv3qPjf8qPs48IdffHC1xz9CcUIn7ffbDGQj5wdgxQ82nZEC5Ed269atzKe6q6uLhzDPycnhocep\nPjel/AAEXGQwGNalta324+1yuTA9Pc2qeDpPpyYalZWVzG2MhlgsZiIiZrOZcaDFYjG8Xi+i0ShG\nRkbQ2dnJExJxuVxIp9OQy+UMRKdSqWCz2aBWq6FSqeB0OnmLJ5/Px0RHgsEgmpubIRQKWWtZKBTy\n9MCtVivS6TTy8vIwNzeH8vJyKJVKWCwWhiDntnynp6dRW1vLawcfjtkHTewKhQJNTU2875Kqq01O\nTqK6uhrT00S4w2w2w2w2I5VKYXZ2ls2Lo9Eo6urqYLfbmRGJUqlcoTM+PDyMwcFB3vdJNeG5sRHK\nYzaQkV73ZDLJFjhccZ5QxxuZGTYAiTEP8gf+EyH7e/x/AMeKMnS0dKizwVifPB8Y7iH0K4D8He4B\n/ukbmePZ/wZU1gNv/xbY8SyZZRvzSet6rYSXvUB48z+Bx14jiwCNnrSye97lnxulX/3mqQy96/Kd\nBNyWXblzXcR62slC4L4Xga82ErGWax/hL2jCAVLZc8/3uXsJen0TUf6+xwmdtI+XGciRnB+tUltb\nW5kNZX5+Plso6HQ6hEIhmEwm2Gw2mEwmXoWX3QalutRcyhClQmV/Jm7VtdqPt1gshlqtZojpoaEh\nVFVVsZY4pa2FQiGUlJSgvb0dBoOByZrSeTNVZKN2mQsLC0ilUmwO6nK5IJVKIZFI0N7eDoFAAL1e\nz+bPQGYGzTXJADKLk9zcXJbsQ6EQay1TURdaKTc2NkIiIZadk5OTTLClqqqK91309vYilUohLy+P\nx2vnjiGyW8kbwRcoFAo2BqD65XSxJJPJWLudBtWRpwAvlUqFubk56PV6BAIB1ongztsBsuBZXl5m\nCyo6g8+Wqj0clTSv18sWZFyVO7qN7txLWMJm+zDmQXfuJfhQRfZc/IzzSTK9+Tyg+13y97HXgM9f\nxt9OpclsAwA3PQH809fXT3jcBcItT5KEzT2HO38O5BUfaJNPkL9pABd+i0/voghxbuVOXcQa2jIL\nl9/u5p9j9oImFuUfKxYl1qSbiPL3PU7opH28zECORvj9fp79JT13LnLcarUy/XD6GbLboLOzszzK\n0GqfebXZaiwW4wmyAGCWoPRHuba2Fna7nSGa4/E4QqEQ6urq0N3djaamJszMzMBkMsFisaC9vR0q\nlQqzs7Oor69nkpwSiQSRSATLy8sIBALweDyoqalhQCqlUoloNIp0Oo2Wlhb4/X6EQiFYrVYe5Ssb\nCU0XKtzWcn5+Pnw+H1uUKBQKlJeXM19rSkvjUuSWl5dXfBc5OTnQ6XRsAZM9xwUy7l/rJXb6npaW\nFgwMDPC42wUFBWhsbGTfERV1MZvNPGqgWq2GVCplFMD6+nreQg0grfjm5mZeVd/c3IyioqIN35Pc\nyF64Ajjm/ybe11hrLq7WAbf9hCTK236SSa50m86/ZNrndBuAVMDrJbzVgHPcczjjAtImD/rJPkxN\nBKA21MWnd1HQ2VqUtzdeypiO0HN8YntG8QwgVTz3WEE/eVz38U3t8Q9AnNBJGzg+ZiCHG1NTU8zu\nsr+/H5WVlSgvL8fU1BQ7d5VKhb6+PjQ2NrLKrbe3lyVdSu3R6/UZ5C6nRbvaZ15ttjoxMcGsK+l+\nKTecopYpyntkZIQ3s52dnUVdXR1zvxofH8fo6CgKCwsxOzuL4uJiAGAz2WQyCbFYDJlMBpvNxsxM\nVCoV2trakEgkkE6nWXtco9FAq9VieXmZ9zlcLhfvfCl/OC8vD2azGQDhpLvdbkarovaYVVVV6Ojo\nQE1NDfsuaMeCgtu4wC2j0choZKvOceNx9PT0oKysjCV2+tnp90ln2E1NTTAYDGhqaoLb7V71fpqZ\nmeF9d9yFo9vtRklJCe842dx8YGVVfyRSotzjZ7uOZf+bWG1RGH3zZYz3dPJ3+kEGMq02F1dogP96\nBnjwatKSfvBqoLsdeOa7a29DZ+nrodnXWiB0/DGzP42e2HmO9gLffpC0xZHOmJdcdX+mmqbHXm2R\nMLgPiHOU1ADyeHBf5jE9FhdMd9H1ZP+biPL3PU54nvZGOahrxUa4tkdybgfj0o6OjiI/P5/xm8fH\nx5FIJBiCmtKYuPKZfr8f/f39aGhoWJM/LJPJeLxvOif3er3sWolEImzduhUA0N7eDovFAq1Wi9nZ\nWczMzKCtrQ0+nw/JZBJ+v59xy5VKJVKpFOrr6zE2NsauIaV7xeNx+P1+RKNRaLVa+Hw+5OTkwGq1\nQiKRYH5+HvPz84hGo/D5fCgsLGRgLKVSya5VIpFAIpFAfX09fD4fez+9fjSRp9Np9rmyNce515xe\n79XuldXuA1o119TUsIUSpccpFApeklYoFIxGl60rTsGDpaWlcDgckEqlbPHF5ZrT65O937X08rk2\nogMDA9i2bRtTojuUezl7//Pz88yKdTVd8+zzC4fD6P2/d3BSx28gvubBlRziD0ubtbsduOYs4Md/\nBhrbVj5eK954Cej4E0mwXJ3w1nMyM2iu1jflaXN52a8+S/ZzzcNkFn3zE0B/ByXI3f8AACAASURB\nVNB2XkYPnMv/XotnzdUov2wHQY87p4A7nuG35H94HTA7TmbpZ11E+OC3P72ys7CpPX7IscnTXieO\nRpV8vGRO14pt27bxXJ+ot3Q8Tryd4/E4D4hGVdQaGhrW/My0zZs9J8/JyeF1JbZu3YrOzk6Mjo6i\nra0NLpcLNpsNsViMVVxLS0us9Ux1w5eWltgP+rZt25BMJrG8vMx42YFAAAKBgCGe8/LyEA6H2fyV\nq15GOdkzMzOIRqMoLy9nLW6/38+SoUqlgt/vX+FGVVBQgMLCQva5qPxodiQSiXXvlez7YGlpCWKx\nGDU1Nex6BYNBBtpaDaCVLT8KkGq4urqanZ9YLIZQKIRYLGazdIfDgZqaGnb8YDDI2+9q4LHVqvrJ\nyUmeHvtGMR7ZeAfKeuAej/tvYjXAXf0/nE4S9ocByLSWdvl/PkkS9INXkZn2g1eRx3//08H3mY3Q\n5j7OBs6FA8Rvm1bNfi/w+vNAOAT8ehep1oe7MnQvGlx611qUN42eLB5iUVKFx6IkYdN5OEDQ630d\nQPEB0RaVhgjErEUnW++afVA7KR/iOKGTdjZVhbbKabvy/Y5sEJlOp2PiGjTcbjf0ev2aJhR0m2w/\n5vV+0KmmOXdOrlQqV1g7JhIJSCQSLC8vIxKJwOfzQSQSsaQXiUQQCoV4il6pVIoB7OLxOMRiMYxG\nI1KpFPr7++H3+6FSqZiFJwVSmUwmjIyMsM8sFApRX1/PFioymQxSqZSnPS6Xy6HT6Q4q1clt7VKZ\n12z+8sjICLtXuKh+eq9ksw6yddnHx8fhdruRn5/POx8uQGutoOdXW1vLU36ji5ji4mJess/NzV2x\n3+yF5P79+1mlC2R816lu/KFgPA5n4bpqa/7DIo25lnb5rU+Ripo7025sA674bmbb1ZJX66eJxCh3\nwXLtI3zHrOz3C3CAAz5B/uZvJUmUy8uWylaaeAAbo7xRjQgq3MKdgf/pRcDaSlDmlNomlWHdOBy9\n9804rDihk3Y2VYX+OG7btu19PjMS2SAyn8+H8fFxVvnE43F4PB4efYsGNaGg29AZdrZ+ObDyB5ZW\n43RO3tjYiOnp6RWOY93d3aipqYHFYoHNZoNOp2P/0YRHW9JOpxODg4MQCoVsTuxwONDb28uqcIAY\nd5SWlsJut8NqtcJgMMBqtcJutzMt9IWFBZSUlKwwVxGLxTwgWn5+Pvbv389LnIODgzxlsOxuC+Vs\nOxwOtLa2YnJyEpFIhJmROJ1OXkLetm3bIbEOshc+B+vqcM9PKpXyZGxpZ4BSu2hshMq4VlVvMpmO\nCRMiO7IBd+Fw+Pgqoh1JrAfkmpvkz7Sz+derJa/rPgWU1WYWLDUtxIubzsLp+2hVSnXFEzHy/kSM\ntMFv2pXx016NqkUXDNzKne6XW4U/sZ1wul8ZJ3+f2E7eS8/vnIvJsbhJ/9pHiAvZ4VyzzTiqcUIn\n7WPJsT4akZ1Q6FyV6xy1nkY4Vxmst7d3XRlTblCRlPn5ebS1tWF+fh56vR5yuZzX2m1sbMTs7Cz7\n8fX5fEgkEpienkZLSwscDgerTCkaXK1WY3JykumQp9NpDAwMYHl5GS0tLQgGg+js7GSz8XA4jP7+\nfuTn56OnpwcAaY93d3ejv78fS0tLbO6bSCSYHWYqlYLH40E0GkUoFGKvUeQ3TWLZrV25XA632w2j\n0YjZ2VkUFBTAZrOx16k0Kg3aNjcYDLxr6PP5eIYhtHqnaPSNjmO458fleY+OjjJzkGya1pFQGY8H\nE2K11nzv/72DxI9vO3Qg0/vVdu1pX2m3OdJLzEAe/R3QeBr5e/N5/MS9WvK68+dEcOXpnSRRdvyR\n7OfMCzOfZ7WqlCuXChBeOHfRE8hSt9tItdvxR1KlUwDbdY+Qx2+9nNn3gG3l9dgIz/3D0kn5kMcJ\nnbSBY8exPhqxGjfaZDKt6xyVvQ1AuLwlJSVr0oyyo6qqCgMDA7yq2ufzQSqVrhAGcbvd7MfXarXC\n4/Ew1LdKpUIymYRWq8XIyAgTB/F6vZidnUVrayvi8ThcLheKioqgVqthsVhYwqWfUyaTYf/+/QxU\nRUFllA/e2dkJpVKJeDzOuMmBQADBYBC1tbWQSqXo6OhAOByGxWLBzMwMS2Jut5sJp9BrrNVqMTk5\niZycHHR3d0MsFmNxcZE3qtiyZQtEIhH7HtLpNM+ekiZOp9O5QkFuPaGS7MhWeaM8b9oxobPobD74\n4SxGjyUTghurteYbBQFMf+6qQ1cpe7/aru4FIve5pzvjrX3rF4hhCAVjbSkF7vkl8NQdmcUFXUxw\nq2qVFsgpABw2YGGGJP/Wc4D/eJwk9rsv5fte+73Ao9cCnoWMXOpbrwA3nJuxCqXWoRXWzDlvpNpV\nqDOAOLrN5TuBN1/OLKiaP8EXV6HndKh+5B/UTsqHPDbR4x+wONTzXVpaYgIhXKelYDC45sxxrW08\nHg8z2BgYGIDBYGCJnW6XTqdht9uRSCSYmtj4+DhEIhEWFxdhNBrZbJcC3eRyOWKxGFQqFYLBIEwm\nEyYmJuDz+VBVVYXR0VFIJBKIRCIm4xqLxRjNy2g0wufzwWAwoLKykrmZjY+PIxgMQqVSYWFhAXK5\nHAKBADqdjlG+BgcHsby8zByywuEwOjs7eRW32+2GQqFAQ0MDq767u7thNBphMpnY9aFIczpz5u53\nLQT3oQZF9nd0dKCtrY23kMn+PrmuWxuhcx1LJsQxjePtOEUR1okYaR9fdB2w458BQy5QWJpx7OKi\nwFs/feAcbyUgskSMVMgCAeCaB+54mlhzXnk6aa1XWEl1e//Xic/2b3dnPterzwIvPAL86IAqmt9L\nKvXT/gmY6M9ch0tv5SPMacxNHJq7WTZ6PRvdvhGkf/Z7PozsgOMUm+jxdWJoaGhVKcehoaH3+9RW\njcOphGhLleewxJHOXC0okCnb5INWirRiB8Dj/up0OpaYASKC4nA4YDKZ2NzV6/WisbERQqEQ7e3t\naGxshFKpRGFhIRYXF6FQKDA3N4dIJILKykrWqjcajUgmk1hcXEQsFkNZWRnjZVMwXigUWqGxzq2+\nBQIBQ6EvLCxgdHQUZrN5hciIxWJhcq+0ba/RaLB3717k5ubC4XAwT26K4h4YGEBJSQmbqUciEdTX\n168L+Duc4Aq40Ap7NdBXdpubK/HKfQ93zv1+MyEOGmu1wnvaj2/btaedVKM37SLJ96uNgKkB+Ny/\nckxCJjLUqdZPZ6rcZ+8l6O/+vcBXbiFJv7AECC5nZuG3XQD0/Y20oakwyqe+TGbfcxPAvz/Ap2DR\nmTL3OtS0ZJy/uNfqjZeOvNrtaQcuvh74w/OZip0Kt6y3zZHqvW/GhuKETtoblXL8oMRGdKCPxjbA\nyh99KvfJFezgml0ARMwklUpBLBajra0NqVQKSqWSuUwVFhYyQBd9PD09DaPRyCRAfT4fFhYWUFFR\ngbGxMdTW1jI3Lpp0JBIJJiYmWPWo1+vhcrmQTCZ5M+3l5WXI5XKo1WomwpKbm4vl5WVmzymRSBAM\nBlFVVQWbzcbEU5RKJfPzdjgcMBgMMBgM6OrqglarhclkYrQmiUSCqqoq2O12dvx0On3QxdGhxqEY\nu2S/j1qPrjfnPpaOdUcl1mqFV1iPb9uVC+SiFZFYQmQ8L9vJB4hdtjOTmDR6oOFUkji/83RG29vU\nBHz7TNJKbzwNuPsXwM2fA5RaYMxOQGrbzwOu+B7Z745nge9fAbz6HNnv3CQxJWk4NWPF2fvXjMMY\nXezs2k7oZ4eKG8i+7u4F4M6Lga/dQc7nC1dmFiMbuWY0jpW2/Ec8TuikLZPJUF9fz+eLcuwUT4Q4\nnOpprR/98fFx3nMDAwO8BY7f72eWlgqFAvX19YjH40gkEkyFjLa0VSoVzGYzAoEA+vr6YDQa0dfX\nB71eD6lUypLq8vIyCgsLMTQ0hHQ6jaamJpYYw+Ewqqqq4PV6oVKpIBKJeOhxWsELhUKW4IVCIXue\nosFFIhHsdjsaGxsxMDAAqVSKSCSC2tpaJhhDpVKrqqqwvLyM0dFRdn2pCI5cLmdVPdXgpvPyeDyO\n3t5exGKxFdd6o0lxowuwtbAQOTk56865E4nEisQ+PDzMA94dr1h1ASFXwfWlm/gz2UtvPfpKXKtV\n9G+8xJfy9HuBH2bNlV/ZDTx5G+E2A+Tv0zszyczvJdXznm5SVT9/YB7+2vOA9ePAS4+T9wR9QH0b\n8MLDgFAIPP8g0HAa+VzPdwO//zegrAZ45m7gr68R0No9v8xws9UcdPkN5wL5JWTb1nPI89kqbm+9\nwv+sc5N85Hr2LLynnXQWfnAF6Qzs/GcgEV2dXrYZxz1O6KS9lojIetXR+1mNHA4qeDXJSPqjvVas\n9qMfj8eZzSV9zmAwwGazsfNRqVQIBAIsqQJANBpFQUEBCgoKIJFIYDQaIZPJMD4+zsBi9Jg6nQ4C\ngQCxWAxSqRSxWAwFBQUMcCYUCqFSqZj5hUwmw8jICKxWKzs/v98PAExS1O12Iy8vDw0NDVhYWEAg\nEEBdXR3MZjPEYjGmpqbQ1dWFxsZGBojzer0oLCyEQqFg4C+Xy4Xm5maUlZWhubkZy8vLGBwcZNeS\nGqNQ+pvFYkE8Hsfc3BwzMIlGo7z7Jx6PY3BwkMmrHiyOtH0tEonWBV0KBAKkUime6UoqleL5uh9x\nbBDtvda9ri3exm+Fj/Ud/bbrahV9x59IlcoERl4mwLHbn85wlQ35gO1tkjx3v0P+9nUQTW42d7+V\nJPdHf5fRAy81A1PDJLnfdgHw2h5grBf4zs+AGz8LfPMeYLgb2FZNEvn0EDBuJ8/f9Fng1p8Af9wD\n1J9K2vY/vZMolKXTwEmfIBX9pbeQ+XN2tXvh1cCvfphBuL/6LHDjucB5HJOT7BHExdcBSjVQ1UBm\n8FUNgHuej1Zv/32myl/ne96Mox/HNGlffvnlKCgoQH19/bE8zJqxmogI12xjtTiW/tkbOd9DRQWv\n5dG8njHEaskhNzcXMzMzK/TIJRIJ+5H3er1QKpWYmppi59fY2Mj8rwGwObREIoHNZoNYLIbBYGDS\noVQ4RSgUIi8vD3a7nc3IxWIx2tvbkU6nIRQKEY/H0dLSgrGxMahUKrjdbqjVhCuqVqsZyprSt3Jz\nc6FUKllLu7y8HIlEAmKxGHNzc8jNzcXU1BSMRiOvIl5YWMDJJ5+8QoiEng8F49XX1zP6W39/PywW\nCwQCAav8q6qq4Ha7WbKnILiSkpJDug8OFmvdoxRcuBadiyrNJRIJtLe3I5FIQCgUrnCAO6LYINp7\nzXs9EuS3wrkAKRrZbdeDLRRWs6o8/yrg7q9kKvrLd/IFUN78TQYIRo/Z+imgwkLa3VeeTv5aW4lS\nGJ3p0kXGltLM45t2Af9yOzDYCex7E2j/HXDV94FfPgr86A/Aw1cDV95LEuPre4Cl/cTR66GrgR/+\nAdh1Mzmn3r+Sc6HJNREHEonMtXrjpZXXwf438lmpM9kLjxDrUKputtoI4qk7iNa4+MBvhFgCXPso\n8PC3M/uvsPLR65tiKsctjmnSvuyyy/D6668fy0OsG6uJiPT19a2oTLnxfnO7D5WitpZH86GaQ+Tn\n50Or1aKzsxMejwednZ3Q6/VIJpOIxWJob29HLBZDKBSC2Wxm5xeNRmG1WtnxKTebCpxQJ7CtW7fC\n4/EwilgsFkNPTw+qqqoQiURY5Q0QxzGxWIz8/HzI5XLWvlYoFAgGg4zvrdPp4Pf72XdkNpsRCoVY\ntUvbvjqdDrFYDF1dXdBoNEzEhAbFPtBYWlpCIpFAOBxmCZBWphSoV1tbC4fDwT5nMpnE8PAwGhsb\n4fP50N7eDp/Px9DldL9Ho4uz2j3KZRusNQ+nCxlut6K8vPzo3tuHILKx4l6PBNeW31wvDrZQyH69\nwkpmxHRme/6VpAXf+unV7TFpGAuAHc9l1MGkMuCkM8j/05kuV9aTPtboia3ntmryWu0pwKPXAF+/\nC3j3d8ADrwAPfBOQHNhvQSlgexM45Syg3AJYWghN7KLrCRVr9wHf7OEestig16rjTyt9sF99Fuj/\nG3DNQ2ShcfbFBNH+3z/PfD9lFuCBKzLX/ZangO98EViczYwGXnqcXBP6ve55iHQT9jy0KaZynOOY\nJu3TTz99hSjF8Yz9+/fDarXyRESsVitrx64V7ye3+3DEL46Gm5NEIoHZbGbOWiqVCnV1daivr4fX\nS34EvF4vLBYLu57U35k7gsjLy0MsFkMymUR1dTVSqRSi0ShmZ2eh1Wohl8vZbFwikaCvrw+hUAhK\npRJyuZydD23ZcitditimdpQUWEjvMVoNu91uTE1NYe/evWhuboZQKGSJkV4bh8PB5rtut5vnGEZ5\n6FVVVQxlT1vJFL0+Pz8PkUjEEPdutxsSScaDHAD7S499NLs42fdoMBg86Dw8Ho9jfHycqdNpNBpm\n4HJUY4MiG9n3emLf24fXCj/YQiH79T0PkRkxRXPf9RXSxgYy1ebD316pdlZhJcmVqya27y2SLNfr\nLPi9RKe8511SWc+OkdfvvAg47Tzgf/+TVPkDNlJZ97aTBYRcRa7hN+8lVf8f95A5+ut7AGMhcP9L\nGc1wyrfW5vKvw+1PA7EY6Src/x/Aiz8CBvaSBQNdsLz7KmAoyJzv3j+Tv5+5NDMaWJgiz3O/V7WO\noNg3xVSOaxxznvbExAQ+//nPo7e3l39ggQB33303e3zGGWfgjDPOOKrHzubObpRL+35xuw/3fLPd\nnA6n0qb72bdvH8LhMBQKBbZt2wafz8cEUoxGIyKRCEpLS1FcXMzOj/Kaa2pq0NfXB6FQCI1GA5/P\nB7VajUAgAKFQiObmZtjtdkQiEQiFQqTTadYKp6h02g2JRqOQSCRoaGiAw+Fgbl7z8/PseykuLmaU\nMS7n3GAwoLe3F42NjVCr1fj73/+OVCoFg8GASCQCsVgMv9+PsrIyRKNRFBcXY25ujjlt9fT0oLq6\nmnes5eVl+P1+5OXlwWQy4b333kMsFmOfr7GxEWNjYwgGg5DJZKitrUV/fz8Awuum44rseysajaKi\nooIl0qWlJYhEIszMzLCx0mpc6sO5R+fn57G4uMhzOEulUsjLy0NBQcG62x5SbIBXfbj3+roxN7E+\nP5m+TnnRX7iSzIOf7wb+Yxehb1Eg19wkaf8++rsMV/rbZwLbzMBtP81wkX94LaDJAZJx8nkf/jap\nVLlV+o2fBfr+CvzkHaCqHvj1k6QFXV5LnLqueQgY7QEq6gnQbfe7wG9/CizMkja5VEbOq+OPZO5+\n2Q7ggSsBYz7wzftIC76hjVTZHzsHqGvNXAcIyAx7mxn4y2/J/N0zD4gkwI6fk4XLPb8k/O/Ov6z9\nGeYmgR98k9DXqDtYLErO7bIdx4c//yGNt956C2+99RZ7/L3vfe/Dy9P+7ne/y/472gkbODw61PFS\njTpa57uaZCR3xr3RoKIjOp0ObW1t0Ol0zAQjEAigqamJJXAgk0jEYjE6OztZst2yZQtLigAQCoVQ\nVFQEuVwOm82GZDIJhUKBVCqFdDoNrVbLA7YBZEFHZ682m40l9Onp6RWce5lMht7eXuTk5KCrqwt6\nvR52ux21tbWw2+3Yu3cvdDodTj75ZIRCIYhEIjabpwsOKhVK1eA0Gg1mZ2chk8mYOlw8Hkc6nWat\nb9p6D4VCaGlpwdDQEEKhEFKpFDQaDeRyOTQaDaLRKA+dnV0hV1RUwGazseslEomwb98+Zokaj8dX\nSJlS1LfBYGDXYrWxT3brnS6QTCYTk8Cli6ejFus5THHicKmK6x53PVoY9/Xvf4Pwon+7O8OTrm4C\ndDmZpDPWR2bBP/hmpmr9/DfI3Lnjj5n9imVAwz9kKtBv/YDvmOX3AuP9gMZIlNH8XqDrL+Q11xxZ\nMDx7H6FZ7f3zAfT4c0AoCGhziJDLx87J0LmuPSA/evvTBCj39A6goo4k7DRIUuZeh9/8BLjvJeLU\nBQC5WwhiveFU0i6/9SfA9s/ztdFveZJU0VxQmf1vQE5+xrAkFgX6/05Q8Jv+2uvGGWecwct1Rxon\nNHr8cNC4R/3H5BDicM53NcnIpqamg44AsmN6ehparRZmsxkKhYL9pa5d1EgjkUggEolgdHQUMpmM\nbTc3N4e2tjYkk0kkEgkmtmI0GlmSBAjnmiYJjUbDmyVrtVpmTEK10On7CgoKmLUnQOhLdMZO5Ui3\nbNmCvr4+mM1mTExMIDc3F6lUCsFgEGKxGBaLhS00AoEArFYruru7YbVaGSWttbUVoVAIbrcbExMT\nyMnJQU9PD6OYRaOE7kMXGhTpDpC5tsViYcIytLtA7x2qo85tCVPxFpvNBqfTie7ubpx00kmYn59n\n82raSaALJpfLxa4tvUdqamoOarsZDAZ5M2w646YI/6MSGxTZOKpCLwdbKGS/fufPgVv+iSRlKgn6\nym7ggm9l9tnQBgx1AlpDpo081AkUlJB2+NwE2ed1j5BWNk2UrxxAjHNb1D95m/CzbzgX+O3TwKCN\nyJo2fwJQa4Hm04G9/wtcfhehWpmaAdtbpIWt0ZM5dOs5JHnT67qllLTM52czFpuX71xJj1teAl54\nKNPSDweBygbA3kFGAw9dDXzvBZL0nz3AAX/2PvI4G1QmkRFk+fnlgFwNVDcDCmXme770VuDFxw79\n+9uMQ4oTOmkfTnzgVaOyYi03p8rKykPaj9FohNls5v2g6/V6JjLidDoRi8WYBGlubi76+vpgsVh4\nNLBAgHBWDQYD2tramDMXBXWJRCIkEglotVr2XoFAgPz8fHg8HlitViwsLMDv9yMWi6GqqgqBQABO\npxPbtm3jAe6am5tRV1eH+fl5GAwGjIyMYNu2bRgaGoJarYbZbEZ5eTnkcjn27dsHu90OmUyGdDqN\nrVu3MlbB0NAQRkdH0dTUhNnZWej1esRiMaRSKbhcLlYth8NhHj1Kq9VCIBDAZrNBrVZDpVJhYmKC\nxzPnUvJUKhU6Ozuh0WjYrLyrqwu5ublstFBTU8PkY7nzfC7wzOv18nzD6XdeV1e3LoDycF3vDglA\ndyQiG4drDnKwhUL26/NTwFNvAU/dzgdVjfXxz/nynQTs9cnzgTu+RHjRXKetS28h781eMOx5iLTe\n6Xu2lJLtympI+9uQDzzxBkGMn18OnHEBOZ+7v3IA4f0w8Oir5DxptH56pcuWWgcUkI4MBALg5af4\nGuYaPUG4j/ZlDELueBqYHCDqbleeThL2758j50RvbQFWenWffTERkrnrKyTZd70NSCQZ7rbfSz73\nP9+w/ne1GUccxzRpX3LJJTj11FMxNDSEkpISPPfcc8fycO9bfOCVpjYQqy1WTCYT8vPzWWWYTCYx\nNDSE6upqdHV1oby8HENDQ2xB097ezhY4+fn5UCgUMBgMEAgE2LZtG8RiMYRCIfR6PcLhMKu4xWIx\nFhYWoNVq0dfXh4KCAtaOzsnJgUajQSwWg0gk4gHuqDGIxWKBx+NhdDQqP5pIJDA/P8+U1CKRCEQi\nEVQqFaanp1FfX4/h4WGo1Wq4XC6IxWKUlpYyqhtN0GKxGMlkks3gaVCfcYAsVqiMqtfrZaYmFMRH\n369Wq1kVTRPm/Pw8BgYGYLVaMTAwgMXFRQwMDKyQMj0YOPJg7zlcZsRxo0EerjnIwRYK2a+3fY7M\nlm95kp9YsyVB9zwE3Pci8PYrhDs91EUUzLjt56duB8RifqI8/yrSgudSseanyfwaACYHAcd7ZHa8\np5vQy1RaoOXMjE/3//wy87nXArdlW2z2v0fa5dzr9+6rwJeu5bf973uJzK/paKD+VAKIu+zAYuSy\nHSTJc7sj9Hp87wVyjve+SEYDT2zfRI8f5zjhDUOORxwTUM0HIOg8taamBmKxGA6HgymAFRYWYn5+\nHjKZDI2NjUz/2mAwoLa2lkdzokYhAJhX9eLiIkN9U4lSAMzAAwCjgRUWFqK4uBgTExOIRCIMcCcW\nixGNRiGXy1FaWore3l5W5VKP8FgshkQigXg8DovFArvdjnQ6DYPBAL1eD61Wi+7ublRWViIcDiMc\nDkMsFjPTEhr0fhUKhWxenk6nIZfL0dLSgtHRUUYVyw6NRoOGhgYG/NLpdBgcHERbWxsikQj27duH\nk046CQaDAYuLi+ju7kZjYyPy8vJWAM7WA55tFJx2OEYjh2JKc0TGJMfLHORgx2n/PUGLc80/7H8n\nph8/7yBJf6QX+FoLUFQOPNuRAbBd/yng4+cCNz1GjnPz5wnQ7OSziBTq0n7SDr/4BrLvT32ZyJrq\nc4Gd/5YBh73yU/759bRneOtP3gYs7geu5ADRHrwSGHcAdR/LgMWoDSfXDGQ1Yw+qPHew68F9z6W3\nkjn8/V/fuDnJZmwahnwQ4v3mdh+r8Pl8qKmpwfj4OIaHhyEWi9kM1+l0sgVKd3c3hEIhSwLDw8MY\nHh4GkDEnoT/WtM2ck5MDi8UCk8kEtVoNgUAAsVjMErZAIGCUqVQqhcnJSQaIo4C7WCyGWCyGcDjM\nkqhAIIBUKkV3dzcAMMQ7reKpAQqVWrXb7SgsLMTo6Cii0Sg8Hg9CoRDjitNIp9NMQY0i5On3SzEA\nUqmUR1sDyCKFSq8Gg0GkUin4/X5WRQ8NDaGsrIxV37Ozs8xeFchUz9nGN9ngSKfTieHhYd57hoeH\n4XQ6eedzOEYjyWQS4+PjPNvW8fFxttDKjiOqzLPoYr53X0Pcvcg/P/cifK/96uD7WiveeIkAu7gt\n7V3b+TKmDW0kYQtAWts3P0FayCIxcNv5pI19xxfJzNvvA354Hak4b/knkohNDZnPU2IChCJAqSIm\nIhODQM4W0s4+7Tzg/stJwv7anRmf7ru+TJI5l07F7USYTyLn9ty9mQpcqSHt6Vg0M+fmJmxg9VHC\npbeSqn898GBD28p5+XP3Aj1/3bTiPM6xmbSPUnyQfbsPN2jCpYCnVCqFRCLBEncqlWJt55KSEigU\nCpSUlMDlcq1acdIKs7CwkFlnTk5OoqioCDk5OWwboZDclh6Ph4mBeL1eMSSqWwAAIABJREFUWK1W\nHuCOtuETiQRPSIWC4Hw+H1wuF6xWKwO8JZNJVmX39fXBZDLB7/dDJpPB5XKhuroawWCQtcalUiny\n8vIgEolYKxwgi4p4PA69nvz4UWBctvZ4MBhk24VCISZoQmfaiUQCHo+HJcTKykrmlMbdR11d3brg\nyLWkSLnPH8xohALluAmWjilSqRR6e3vR0tLCOhprKakd0SI2CwWurDsFgUeuZ4k77l5E4JHroWw9\n++D7Wi+yL1f24552QJ9D5rgaPfnv0VdJBetzkRZxMk5m0x8/h6iVnV8OhJZJq/rkszKfxzNPwGhp\nEIpZ3SkEOX7JTYQOVt8GPPFnQuHyezM+3Y/dSNDkD1+T4WLThFrXSoBhaRBJ05/eSZDlZ1xA5ttA\n5i83VhsljPUB39uzPngwO9kD5Nit52yix49zbCbtoxSHI4ryYYnCwkKUl5fD6XRCLBYjHo+juroa\nyWQSIpEIRqMRvb29DCBG3bNo0IQgkUhQV1eHhYUFhkCvrKxEIBDgochp+yidTmN8fBwqlQq5ubkM\nuU33V1FRgUgkwps9+/1+JJNJaDQaNr9eWlpiyVWn0zF0eHV1NQYGBgCA+XcPDQ1BJBIhnU4jkUig\nubkZtbW1UKvVSKfTiMfjsFqtTLPb5/Oxzy2TyVh7vrqaqF8lEgl2fnTBQZPZ+Pg4dDod8vPz0dfX\nh5aWFvT19a1Y9G0EHFlQUACTycT2bbfbUV5ezuNfU4vTtYxGZDIZurq62PG5FbJQKGRuamq1mi2s\n1oqDLWJXxYG4FxF+7GZeNSd56UdQX3UPAo9cj8j4AAKPXA/19schMeate/x14+yLSYLjIrw/ds5K\nQ4xPXwo8/C2+Hnn7qwTxDZCk1fkXkkApbTEcBm58/IA4y4F9n3khmWHTJDraR4ROfv1jIrZi/xtp\nM9NKem6StMa//2syc6ZKZDRx007El67jg+ICPmDHRfw5946LVorEHI5GeHayf/ExAtQ7+2LyeBM9\nftziI5W0jxVg7P3kdh+PoAuSLVu2MFrT0NAQ6urqIBQKIZPJmJKaWq3mtZWzW6MSiQQ5OTno6Ohg\nOvC0QlWpVMjLy2NtV+rGFgqFGFKbu7+5uTkEAgF2TolEgsmu+v1+NDc3MzBYOBxm7lzRaBQymQxD\nQ0MwGo0IBoM8KVN6fK1Wi9nZWUQiEQQCAcjlcqhUKuZWJpPJWCIzmUwMJS4Wi3me7alUCm1tbVCr\n1VCr1VheXmZ65UajkdHPKN1teHgY8/PzbPv1DGC49zQ3URqNxhVIcY/Hg5ycHN72EokEBQUFKC0t\nRUdHB2vNcytkShWjiZqKsxxM72C9Njz9nLR9H4/H4fzTyxB/+wFexef60k0QjNuhuOIuyC+xQHEF\noUGt+292I1rkAF/dq+7jwN2XZvS7qdTptx4grfNf/xjYvQMY7CLJcPc7gEhEgGjP3gsGt5bJiCvW\nl67J2Fra3iROXrEoSXKJGPDdS0lSfvM3ZD7+wiMk6V51P1koUGlVro55T3umE/F8NznO7p0ZmtZ9\nlxFlM4oUv+4RIJ4gz3PBabu28202DwcA+M83rOSjb6LHj0t8pJL2sULBvp/c7mMd9BpRS01KkWpq\nasLY2BiKiorg9/sZfcvv9yORSMDlcrEffq1WC5fLxdqvgUAAubm5jL7l9XoZQpsmTCqwQq0zZ2Zm\nMD8/z+a2ADA7O4t0Oo2SkhI4HA5WVUqlUuTn52NwcBDpdBrRaBT19fUwGAxsQUGrX4lEAoVCgUAg\nsKIapOdJZV23bt3Kzo8mMtp+7+vrg0KhwNatW3kgEyprqlAomFY6d1GTSCQQCoWYPGowGMTi4iLr\nKlDRGzorz154cpM8lSktLCxEIBBAaWkpr0VNuw3ccDqdGBwcxPj4OPNRLygoYCIzEomECe1Q3IJQ\nKGRdgvXuGe4idv/+/TweOUAWM/v372fnV3jB5SsqaG3xNoyoChB65h5EfuVA6Jl7MNptW//f7Ea0\nyHdtz3hTP3cfSby3PEkETB69lsxrH/0d8B+PA8tu8lx9G5lNm08C8reSv6kEEA1nErlUTqhY93+D\nPL77K2RBUPsx0sb+2ncAgRDIKQRmRkiu31IG3PEMUUnT6Ml5XNpIJEK5LWv6ua66HyjcRl4fsAHB\nZdLeF0kIMI27zc7niOHHrgMo713byXu5XYVD0Is/om02EodL+/sIxUcqaR8rwNiHjdt9KEEXJDk5\nOYhGoxgeHkZLSwsz/pifn2fz5JaWFqTTaXg8HuTl5THQktvtZgpjXV1dKCkpgVQqZVUqRaCnUim4\n3W5s3boVMpkMyWSS8cfVajUWFhbYXH10dBQ5OTloampi7W+n0wmtVsu+i2g0ymbY09PTCIfDUCqV\nEAqFSCaTaGsjP+J05rxaZ4SajCSTSaaf3tbWBpVKBYfDgaKiIvT19aGurg6RSASLi4tspi4SiSAW\ni6FUKhEOh+HxeNhihB57ZmaGJ9CiUCggl8sxPT3NjFu0Wi3y8/MBrFx40lhcXMTg4CAAwGw2w2Qy\nMalX2qIWCAQr/LQXFhYwPz/PVOeKi4vR3d2N3NxcnoQtAJ6SGpAReVnrnuEuYi0WC2KxGM8WlKqz\nrYsD8XuR//IuLFxwHdKFpVi44Drkv7xr/dnpRhIKl4ucPvBYrSMz69f3ADNjxPc65CeUr93vALMj\nwL9+h0h3nl9O/p59CUm69/+azLm/83OSuFvPIY/veQH4v9dIMr19N5lpP/RfgPUfyELg8h1E1OXB\nq4iamt9LquZzv0pAXtnuZPRz9LQTcNx9L5IEf9kOokXO5ZoDpEq/7yVS3Z9fTv5e+8hKZDjA7zxw\nn1/vOm9AY/6Q4nBpfx+h+EglbeDEBIwdy6ALEolEAplMBq1WC7FYDI/HA7PZDKPRCJFIhIaGBths\nNjQ0NEAikcButzPQEgDU1tYydS8qd0rbySKRCD6fD6lUCjk5OVhcXIRarYbRaGQt60QiwcBr9Lsr\nKSnB5OQkLBYLvF4v1Go14vE4FAoFFhYW0NDQwBIutaP0er0QiUTsexcKhbykyQ1aMVOHsWQyyapH\ngUAAiUQCp9OJlpYWjIyM8ERZrFYr86+m9p2BQABKpZKpw1EJ0VAohPLycrS3tzPKHABW4RuNRpYg\n6cJzeHgY+/fvx+joKEwmE4xGI5xOJ1M8o/f5yMgIa1FrtWQWy02c4XAY9fX1EAqF6OrqQk9PD/R6\nPZRKJUwmE4aHh+H3+3liLnQWzu0YrHbPcIOauVAkfSqVQnl5OWZnZ9fFgYQ63oBm++MorWsk33td\nIzTbH0eo4431b9z1EkpPO0lcdB58+Y6MtjcFwaUSJBkO2A5Ii/4bMd54+xXS5iY3CKl2W/4xI4n6\nix8Adz4LeBYyCmm3PEnm1nseJmpsv3yEVL/nfpW0t5/eCVxy44Hq/toMYp16Z9MExp0rU075K7sz\n6G3u89lBuz+rUY3CAXLcB64kn/W5+8jjcGD9Kvdg0rGHE8eqgj+B4iOXtE9kwNixCtqSNZlMqKys\nZBW0z+dDXl4eUxJra2vD3NwctFotb8YtFAohFothNpths9mQn5/PXmtra4NEIsHY2BjKyspQU1OD\naDSKUCiE0lJiWEAFVKg+N6Vo9fT0oLi4GAMDA2htbYVarWbiJq2trZidnUVVVRXi8ThvXp1IJFiS\npHP61YBVNJnrdDosLS2hsrKSzXslEglEIhHrFtTU1MDn80EgELB2udVqRTKZhNvtRmtrK1KpFDwe\nD/Lz89He3g6ZTIZIJMIoVW1tbfB4PLDb7ey+9Pv9WFpagtvtZviLRCKBVCqF/v5+hkDnOq/F43HM\nz89jfHycIe4rKyvhcDig0Wh4iXPLli0YHx9HSUkJfD4fW0jRBA8QTEE2GyCRSKw5/lkLO0LpfABp\njY+Pjx8UB6I79xJAo2f/Zqde/Cki0Qh5/kCEF+cw958/45/EwRJKwMd/fX4a+MMvSIJQ6wklS6YE\nUgdobbEoMD9JFNJcc2S7RJzMtN9+JQOeO/OLwPevOGC4UUae370D+MWDBKh18llA/14CSvt/3yRV\nfV8Heb7+VPL4sh0ZxPpaLmcb1HhnM2ypLGOzuWs7/311HyeLE7WeLCiCfvK4rHbtKveNl4iwCvf4\nT2TR5g43jkUFfwLFRyppn+iAsWMVtCVLVbxaW1uZiYVOp+P5OBuNRgZOAzKgJZfLxbadnZ2FXC5n\nyVwqlUIqlUIoFLIfZ61WC6fTCZFIhMrKSlbVCYVClJaWIhaLQaFQMCUxuVyOcDgMkUgEvV7PrCqp\nvnf2HJhu193dDaPRuGrVmEwmGXhNqVRiYGCAzXspwp0ahgwMDDAgncPhQFNTE0uSarUa09PTbKbe\n1dUFnU6HiYkJ6HQ6ptgGgGm7i8VitLS0QCgUwu/3o6SkhCG89+7dy8Bto6Oj6OzsRFVVFfvMo6Oj\nbD/cZCuVSuF0OlliTqVSWFhYgFAoRG9vL/Ly8iCXy+HxeNj4yGQyMQU8ut3s7Cw6OzuZcxnAB3Su\nhh2hgjp0NEAXHjTWwoFk/5st+swXsfzgtfDPTQMgCdv3wDXQfzJLzWy9hOaeJ85Xl96a0R7/9j8C\nzWeQ1396J3DmBcCu/wFkKtLSTsSBL14LxKNEYGVhhiicRcPA5y/PJJbJQcLRtv8tcz6L+4ngyZ6H\nyPOPvUb2s/Ni4OyLAGsrQY+/+TKpdDdStW5Q4x0df8y4l1GbTQH4pidjfUTHXCoDXnseGO4icqdP\n3b5+lZtdtB8traxjUcGfQPGRStonMmDsWAZttXZ1daG4uBizs7NoamrC5OQkXC4X75pSdHIikUBb\nWxubY7rdbpSWlmJ2dhZlZWUMWDU4OIhQKIS6ujq2r2AwiNLSUgQCAaas5XK5kJOTg/LycnR0dMBi\nsSA/Px8VFRWYnp7G4OAgBAIBcnJykJeXB6/XyxKXQCBgICytVotoNMpm0VarFX6/H/F4nCm00Zk0\n7RaYTCZEo1GIRCJmMOJ0OpFIJGCxWFilTefWNTU1jALm9/vZfrmOXz6fD1qtFsFgEBaLBQBp+4fD\nYRiNRuTk5DDfcIqUpwhvjUaDQCDAuOF0UUCvVWVlJWQyGSwWC7q6uuD3+zE6OgqhUIhoNIpYLMZk\nVgUCAbxeL1KpFBtLSCQSjI6OMnQ/NaGhwEHaaqcLHQoQ5DIESktLYbfbebxvrsMYbclzq2+fz7cC\nYOZyuWAwGNj9pdlSAu1tT8D/8PXwDXTD98A1MJz1BSjkHGW3nnaSiGkCy0povkQKSXMzaUfPTQDP\n3Ytky5mI/vUPJJlddT8Bav3uOaCyjuzDvQCYmwjf2nuAp+11kceWk1f+o/n7AVORJ7YDhjxAdeAc\nOv9CZuVDXSSZf/tB4pf9qx+RmfZvd8P92W8g+dQdhKp1oNJdwXLZqMb7uCPDNafvuWwneZ67L7Uu\n0zovryWf75Yn107YZ1+cad/PTWTMUygF7HBjox2Ej3B8pJL2iQwYO9YRDAZhtVrR0dHBM7EQi8Xs\nmi4tLbHKrb6+noGqXC4X1Go1S8ZUg5vOYRUKBcbHx1FTUwOJRAKVSsXsNikYyuv1QqvV8kYbOTk5\nKC4uZi5kdXV1rI1O2+ZbtmyBTCZjlK/l5WVIJBLMz8+jpaUFw8PDkEgkTBKVVrcASSK01S0Wi1ln\ngXYZJBIJA+Y5HA7I5XLI5XIMDw+jsbERwWAQyWQSU1NTKCkpYfNuGj6fD2azGdPT0+x5KpWaTqcZ\nmpuCyOj8XiqVwmKxoKOjA+Xl5RCLxTAajbzFKECQ6/Q7KygoQCAQQCwWQ3V1NVuM+Hw+pg9Pv2et\nVovq6mpetaxQKJjuu8VigdlsZt2XbEAaHUHRUUppaSlkMtmqc3G6QAJWr9C9Xu8KERfNlhKovnk3\ndP/aBMUVd0F2+uf5P+xUvYu2delM9kBCi5z6eYye9a9ITo8C55cjGYlg+IKb4Nu+myTVwIGWciJK\nVMZeGQe2VhB3L5WWJDiA/M3fyk+UpdXEDcznJu1dn5s8Lq0mCbCmhczKy+syleTe/wUaTgNefwG4\n6n7ofvc0pk76DJLf/wbQ/AnE5So4X34WOmFWKbsRVPVGqFncFvrz3aRbcNZFZLZ9MMDf0W5jb7SD\n8BGOj1TS3ozDD51OtwI0RH+A6Y+sTqfDwsICm4/G43GkUilIpVIsLCxApVJhdHQUHo8HBQUFWF5e\nRltbG/O5djgcTHRErVZjcXGRbcPV0852vaKyoL29vYhEIqwirampwdTUFFwuF5qbm2EwGGCxWLC8\nvAyhUAiDwYCamhosLy9Do9Ggvr6egekUCgXEYjFL2GKxGGVlZaxFnEwmmcc1nc+LRCLI5XKo1Wp0\nd3czwFk6nUZHRwerbLldCYeDVDyBQAAtLS2MT00V5kpLS/Hee+/B7XajsrISxcXFEAqFjCtus9lQ\nUlKCZDLJpGPpdzE4OMgWFTabDQKBAPX19bDb7bBarbDb7SgtLUU8HodGo+F931KplLmGxeNxhMNh\nDAwMMAEYep3b29tRXl6O8vJy5uk9OjoKjUbDaGyTk5OsguZWi9kL5o2yO8KLcwg/cw98/9aF8DP3\nIBwJrw9eykIk5770CPJ//UMExKTb4/cvQ+yaQ86fns8koeomojjGbSuHA8C15xBE+f3/Qf5+4+NE\ng5yGQkVkS/92oP28988kQStU5Pi2N4GtVcR4BALSEXjhYcDvJjaaAET/chvKd34BAYkS4cZPEDrc\nORdA8vPvHjqqeiPALtpCv2wnAdT96DXiv11/6vpV7rFoYx+JS9xHJDYNQzbjoLGeIQoA3mvhcBhd\nXV2wWq2YnZ1FZWUlEokEOjs7EQqFoFQqYbFYMDAwwHzA/X4/9u7dC71eD5fLhfz8fIjFYpSUlKCj\no4Pxl7NNKGgisVqtkEgk6O/vx/z8PHJycpg6GKWJtba2QqPRoL+/H/v372de1wMDA0y4hc7LaYXu\ncDiQTCYhl8tRVVWF/v5+5ObmwmQyoa+vj7W+XS4X40YDgFKpxMLCAuRyOZLJJFvU0ISt1+tZNe/3\n+xEOh3HKKaego6MDVVVVjB5XV1eH8fFx+P1+BINBnHLKKQiFQhgeHkYkEoFGo0FtbS16enoQj8ch\nk8lw8sknQyKRYGBgAEtLS9BqtRAKhUilUlhaWoJMJoPZbEZXVxfj2odCIeTm5sJgMGD//v2IxWIo\nLy9HUVER4vE45ubmMDU1hZaWFvZ92Ww2GI1GmEwmjI+PAwD7vlpbWzE9TWbOlB5GFxTZlqKrxXqG\nJnSGrbv9x1DkbeE/ThzQ3F7NvIJrEPLk7Uj/3+vwWT6Ovk9eCuvbe6Ab6IDg0d8Rd61LbyGKZrc8\nRShTNO69HPjzS8DP/pYxDLnyNCC/BHj6XZJcbjgX6HkXUOqApVnymlAIlFmA4griod3zf8R2c8wO\nmJsJkrzu4wQMt7wEzIwCxgIkpHK82/wFtJ79afLZ/v0B8vplOzKmHgCpQg+W1OYm1r427b8nyZ9r\nSOL3Zh73tBMHsfMuy1wPv5cgzPOKSIs/24hkM9aMTcOQzTjmsR4WILs6mpyc5LXRaeuZVqUqlQrR\naJTNxKlJRlNTE0+gpaSkhFfZZydsINOyp8+r1WqkUil4vV5EIhFGI1MqlbDZbHA6nXA6nTAajSgt\nLWWzaIFAgKWlJdb2LysrQ19fH9LpNFpaWiAQCNDf3w+NRsNm0tTgJBAIMMERgFTMFFUfi8VYwlap\nVEin04jFYtBoNDCbzcz9zGAwsM/q9XpRWVmJSCTCEN5bt25FRUUFbDYbPB4P45VHo1FEIhE2K9+y\nZQv7HpxOJ9MMdzqdKCkpgVAoRDgcxuDgIFpaWjA4OIhIJMK460ajkVHbuAC2ubk51NXVMac2uVwO\no9GIUCjE3pNKpTA9PY3TRcsY7+lEeXk5WzglvEtQd7+NnJycgybsg7E75v/nZai2PwZF3hYAgCJv\nC1TbH8Piq3tY1Rf+2b0rTUbkKrg/+3WSuBpPQ6r1U5DPDkHmW4R8dgipUjNBedNZ6mf/hTzmoqFD\nyyRBVdWTx1X1wO53gdKaTCU7NwFEIkCQVsRuYHEWSCbIvunMd6iT2H2+8RJQWQ+89CMy645FgX1v\nIZlKYr6wGqf1vYZZ21/JjPvCqzNmIFwvb+4YILvafeMl4NVn+RXx3CS/rU6rW/qXO06gz595IXD1\nJzOSqM98F+j/O+GYA5sypscxNpP2Zhw0DoYF4HLfKVCN/ujSJBEMBtHS0oJgMIilpSXmXU23mZub\nYy1UtVqN3t5e3ux8Iyh/mUyG3NxcpNNp2Gw2JJNJluzVajX6+vqg0WgQCoUwOzvLZtGBQAAikQh2\nux1+vx/9/f3sPORyOcrKypBKpRAIBBhVDCB65VKpFMFgECUlJax1Ho/Hsbi4yObUW7duRTAYZNdw\namoKXq+XocfdbjeKi4tZO9xut7MKk9LEQqEQTCYTZmZmUFhYyPTRu7u7IRaLmX85vaYlJSXMtcxq\ntaKrqwuJRIIpzwFk4ZFMJpGXl8c+l1gsRnV1NcbGxhiArbq6GkNDQ+z78fl8sFgsaGxsZMeiSV92\n8j+i8o3nMGknLmtaYQpL910Fwxnnsfn1WtLBq7E7KJiNRvFF38S0x8+TP52bm0Px4hhLuJJTzkLw\ngW9lTEbicUx2/AX6n+0AXhlH6q9/wOhnrsDc176HU352E+a+9j3Mfew8pEQcBgGlQYXJQgV+L+Cc\nBJo/yT9px3tASSVrq4fL6pCWSIHIgXOORZGWyBDKLc4kxLxiYjqi1BDA2zN3A/snCbBNKkP8ub1I\n2N9DYcd/QywUoOI3j2KusJrc/1IZ8JlLgafvIpVu8yfWHAOQmffviEQqFyl/83lEppUb3ITP1UCn\nz7/yU+CRV8m23e8CHf9DNNfpfH9TxvS4xWbS3owjDlodUSoYN9na7XYsLy+zmXJzczOWl5fhdDpZ\nRTU0NMQSSltbG8LhME8LnC4KpqameMdNJBI8hS+j0Yh0Os2SUjKZRFVVFSQSCbxe8oPk8/kQjUah\n1+shl8uh1WoRj8dRVFSEaDSKjo4OxONxtLS0oL6+Hl1dXdBqtUykpb+/nyGvachkMiYis23bNgbq\nEgqFqK6uxvz8PMrLy9l8n6LQNRoN4vE4Kioq0NfXB4/Hw2bVlEoWCATYdgMDA2x/JSUl7HNTg5Rk\nMsmuqcfjgUQiQTKZZF0DgFTJtbW1sNlsqK6uhlKpxNTUFOOJx2IxpvTW0dEBvV6Pffv2oaKigi06\ncnNzEYlE0NPTg7a2NjgcDpSUlKCwsBDQ6CG99iHk/eZxTHW8A/m/3QffJbega2QCMpmMJx2cnbxX\n6+jk5+fD4XCsK39a+ZsfQnTht5g2t7jts9CIgNBdlyK8OIfle76Bil3XQHjrT4AtZfC1/T8U/OpB\nlP78O8Dud1D60oOIlNXB98kvsoo5+v0rEL97D0nccxPAT+9E4owLkbzhM5lqc26SaIr3/JVJosoc\nf0cqnUZKT+RYU7pcxJQ6yJYPgPUqrMCrPyMOYmo9mSfHY6RF/pffAmdeiNSu7RCXmiEa6QVe2Q3h\nrU+h4GOfhPCaM8nc+cp7CTWr729kccGN5k/w59dt55EZ9Z6HyHN7HiLyrNnKadyET6vmm88j7X3a\n9q6qB277yQHlt6eJAAw91t2Xkm24rfFN+dFjEptJezOOKLjVEbftTYFqOp2OJXEAzL6TzrsVCgUK\nCwvh9/uh1+uhUCig1+uZhjn3GFzkNZChl1FlL4fDwZIVAAYkc7vdPN54Op1mAicU2RyJRJh/t1gs\nhs/ng8PhYK3+6upqyOVyRCIRVsVLpVLE43F0dHQgnU5Dr9dj//79bNGQSqUwMjICs9mM8fFxKJVK\npNNp1t6mtDSBQMCQ2VqtFqFQCGKxmCG1l5aWMDExgZqaGgwNDaGiogITExPsOohEIoyOjjLAnkKh\nQEFBwQpBFL1ej2g0it7eXlitVvT29iIWi0EkErFrG4/HIRaLMTMzg+rqamZf2t/fz8Rt6Eyb2pgW\nFxejt7eXVcSuWBLzZ38VldvPgvSy70CoNUKr1aKzs5P5ggNYofu/WkeHcsfXkz8VXfMgMfco2EaS\nyOt7IBrtgUqtgWfnv0A/sg/CcgvjTgvytkLb+w6EHzsHaDwNwnt/hcr7vwyhOoOGFheVIbTrViQT\nceD8csTPuxzBvW+TRHvjuaTavPFcAlgrKmccZWFRKRmVeA8sRrxLkEYCEDV9gjwe6wO+ehtQUg24\n58hzUjmgMQDlFuDGz0K2fwwi2/8CTacBF10PPHcfJI/fAFHb5whNbfdOoOl0AGmCPAdIgrzzYiAc\n4iO6Wz9Njsl9bkvpyhl4NmBtz0PA914gHHWKDJ+bBB68mki6Png1Eaih+736+ytR6pvyo8ckNpP2\nZhxRcKsj6r/N5b6bTCYUFxfztpFIJDzFLZFIxHi8AFBaSn745ubmWHvd4/GQSi4rcnJymMJXIBCA\nWCyGwWBAW1sbDAYDotEoWzwAJDHo9Xo4HA6GhKa+0rSFDwAjIyMAyIKgtbWVIdqpSppAIGCGGgAB\nn1ExE6qlTgFgg4ODaG1tZdaetE0sFosRi8UwMjLCKniv14toNIpwOIy8vDz09/czDXNq1EKBXwCY\nTSgApg0fDocxNzfHA7ukUik2g5ZIJOjr64NEIkE6nUZdHeEit7e3QygUQigUori4GENDQ9iyZQtb\neNhsNiwuLuK9995DUVER5ufnmbWoSqXC2PNPIPqH5+Ed6Ib+9z+D62d74X3sVpTZ34LO3o5YLMau\n0UZ1/5f+699RYuCruBVplNj/62cyc+/cIlI93vVlUlk+cQuShaUIhkIo6noDoxfehNRwN/Dc94G5\nCegfvw6pU85GJB4jCeqVn0LQdh50D36DtJ1fGYeo8x1oe95G+n9eRHTXG0jefiE0M4Mk+ZbWkGqz\ntIb4V9+0KyOJeso5EAiFgJZw85G7BYJ0GnjxRyTptX0O2GYmKHIiF+TZAAAgAElEQVS6qJJICXp7\n/4HvdX4KEIhIBf+PXwRCAaLEVlxJ1Mpe3wNs/zFBd+95mLy2azuQUwDY/pdvhLJrO6nuN4Ly5lK4\nzr8yI82652ECurv5PHKdG08jsqvXf4pdL/x2N3D+VcQgZW5iE5R2DGMzaW/GEcXhcN8LCwt53s9e\nrxdms5klZYVCgebmZsRiMbS3t2N5eRllZWWYnp7mcXh7e3uZGxYNrVaLvLw8KBQKmM1m6HQ6lvQo\nYCwWi6GsrAw2mw1WqxVjY2NsW7FYDIFAAJlMxhYBk5OTSCaT8Pv97HjU3ISKo9D/12g0kMvl6O7u\nZhriFNhFKV/cSpxGJBJBOBzm8aIXF8lMlnYApFIpxsbG2HaUQ06TLkAoVe3t7awqpkF10RUKBaN3\naTQa5Ofn89TOKB1venoaW7ZswdzcHCQSCYaGhlBUVMTa+rOzs+w8xsbGSBu//lS4/vsX2PajqyC7\nfAcG988jT6dF+vkHESwsR21tLeRyOdrb26FUKnnCKvQ7zZ516z/5OQQeuQHpZQ+5ll4Xgo/egKJz\nv8QWiFO/+gnCYilp3d70WfjPvBiiv/8J6sG9wO53UPXiDxAJhxEViQkvu+Yk+MUKiC65kdlnxkd7\nSbHc+1dgYQbJA+AxQSoJ2XVnQ4o0BIszCM9NAuN2cnLjdiBvK0F106T4+39HsuE0BMynAAACZVak\nymuBirrMPPiGz5B2eP0/kPl0XSuwNAdQVT5jAeGIS+XAVacD9g7g5H8E9r4JjPYCe7qBp74DfOUW\nor721UZiBPKVW4jmOdcIJREl1flGxEoohWtPN3DXVzJz8KvuB+7/OnDPLzPo8ZPPOvAPzpCZld/1\nZeBrd2zKjx7j2Ezam/G+xMGMW7IR57SFm90mpW1impD9fj+r4iUSCQoLC3lKXDKZjCUMKl4CgCHK\nOzo60NDQgNLSUmg0GgiFQjidTiSTSUSjUQb6kkqlSKfTkMlkcDgcbFZNAWcKhQL9/f08NzOaLOnM\nmyudKhaL/z975x0eZZ2u/8/0XjLpnSG9QGiKa1BR17W76qqrIq4Fxd7A3ruo2BB7x+66qIu9LKtE\nDRAgpDfSE1InM5nJ9JnfHy/vm4Si7jnr+XnO5rkur3Emb8+Q+/uU+76lrBqQFgeirGhqaiqFhYWT\n+vxitaCxsVE65kSRFjFKSkoIBAIAuFwuXC6XJDTT1dUl3VtCQgIajYa2NqH/3NvbS15enqSiJlLR\nnE6nVAnZunUrfX196HQ6fEoNg3nz8WYWElh9PTO+eJ4Bp4u2K58m3LANU9V3KH1uEhIS6OzsZGBg\nQBgWK/t4Uq9b1C5vaWlhwBtk8E9XYXt3JVl6BbF/fYTO4y7CIxvve6ccfSpj91xA5L4L4JFP0H/7\nPkGlFrnfC0sPIhLwg1yBWyM8f7cvgOYv18HtZzGy4u9w+yLGFp5GwGgj4vfD0oOQyeVEkQnypUDU\nMUBIrUO76YtxYRR7EVx6KFR+K4Fi6OwbCLXVYbDGwNpWDPFJeEMhocx++YNChm6JBbkS/nCm4NTV\n1ykMmLkccMGdMNxHxBInDKsBOAcJB/yEupuF/nT2TIbPv5vITacJ/XCAoJ/wnWfjOOvmyUYoZhto\njZPFSvY25T2RstXXKWTUYrnbZBUkXfsmzJTsqIbHvxCqBb1twrZ3vQmv3j8lP/orxxRoT8X/l/gp\nak8wGNzrxDkguXWFQiGCweAkzrNoTiJmcGLmVlJSIi0K0tLSGBsbIykpSco6fT6fpI89f/582tvb\nGRwcJD8/X/L0njjsJg6ViSpqIGTpMTExaLVaPB4POp1OshENBALExcXh8XiIRqMSWIv9bPFaASkL\nj0ajknuZRqNh586d1NbWEh8fL/XSxSn5SCSyT96nxWKhsrJS4kuDsCCYWDUQrx+QMm6/309WVhbN\nzc1Sph8OhyV6WDAYRK/X43K50Ol0jIyMEAgESFl8FfUHn0ny1q8wbfgAzrkJp85KwknnUhkxMP2L\nl1AHxpg2bRpKn5vRh6/EmzuHlpYWEps3w+iIpIyWkJBAR20VbC9j+JjzsV9zGN0LzySsM0nPCUAX\nChCzs4XRRDuhT9cwlpZLxBpHUCOI20SCfsaSp6MMB9iwbA06vR7ZrWfQdebNWK8/Hu56A+PoAL2L\nboJhYSodrwfntGKhtA3IQkGCOjPR+FSBX93fJbyabJA9UwJFf3MVysJ5KA4+AZKnobjqEbRp04n0\ndwvZ6+LrYWRA6Ek3bQP3CAG9iahcAcedB8/fTujov8Cog/CuafZoBBQ/fCL8fFema0pOYzTJTqRu\nEzz7HZGm7XhlCsxrnxSsPde2Cq9DfdBW99OKaDBZiaz0WOE8E5XIdhc4EbcRy+knLhUmzO98Y0p+\n9FeOKdCeiv/x+Dnjlh07duwxcS7qY4tT2263m8TERBITEyW6UlZWFrNnz6a/v1+aLBZdrsTo6elh\nxowZkqiJyDX3eDySHrrDIZRia2trycnJkehUFotFmjAvLi4mFAqhUCiYNWsWLpeL0dFRCgoKJA/x\ngoICIpGIxM2eaAoCAjDvC2xNJpM0CKdSqfD7/fj9fjIyMqRsfGIve3fNbjEmSrFOrGY0NjZK/y8K\nsPT390ufyeVyWlpaMJvNUllffDbieT0eD7m5uSg3foEm6CUajVL9wwZyv3+PvpkLGSs8AF65j8L0\nFBoaGigKj7Ax5xCyv3yZVHmQnNfvZOTQP1P/7kuCVKvPg+fu85F9/R5ZWVl0N9SQ/ckzyJyDxHzy\nIuU3vE3a+rfIS0mUhvkAPO+uJnLGNegTU1B++Raq659GkT8bmV/o4Ss8LmKGO2k6eRmm3Bm0JOXj\nScoi4+tXJftMxVFnkfH6XQRNwnBjUK3D2lkPll1tntgkdGMjuA86USh1Lz1IeH3gfXC7pGsxzCpF\nYbAIA2C7QtFag8o7KtDF1qyA7BJoq4VwGE6yoyjcj+5FtxD9dA3c+jKKb94jIlMSVQvDk0GDmajO\niPKHTyQQVF1/IkathvbLn4SlB9G+5AH0RFB895FQKgfhtXEriDKvvW37nvKGn1Yi2xsHvLcdHrpM\neIZP3zT5uFPyo79aTIH2VPyPx88Zt8jl8kmGFEqlEq1Wy/DwsCQNqtfr6erqwu/3T8rYlUol+fn5\n+yy7Z2Rk0N3dTWpq6iSOsThRXl5eTkpKCm63m/h4gbYjqnnFxcUhl8vRarXU1tYSGxuLTqeTFOB0\nOh2VlZX09PRILl9KpRK9Xi/ZX4rgJ963GBMH80CYLC8pKaGlpYVwOCx5ZFdUVEiLG7HCoFarf9L0\nprq6Whr0E6foxRBbChMpbDC+IBAXMBMrBBP3bWxsxPC7I8j45DnobSfns+eQhYKYE1Oo+uPVxMfF\n4X/4cooyUqlT29i/6Z90zDsaTrLTdsgZpDxzLfnH/In29nbU0Qialkrcn79NuKuF+LcfJDo2SnLV\nepoPP4dRYyyO05fje3w5CfpxD/TIebeyRW4lvPkfhBb+ieD9FxGq20LYaKW3+BDGLAkEfX6mDe0Q\nSvLBIHK5DG96/nhW+MBSCASIarRsWvIIClkUwmEiPg/+J74iKFcQNVoxf/YqNG0VTty0Fe49TzD6\nEGNvRhqzDgK9UbDjBLDYhOny2k3C0NtAN6mv3ErPOXfC3ecyXHggClkEucGCI70ApU5PdHoxnqTp\n49lr9gwUm78m490H2bBsDelfr0G+o0ZQKAvuEmAJ+oXp9v5OQfN89ynv0RFBfOX2RcKw2kRgFula\n4uvuHPDedqFHf+3qXWI0i4Xe+U9l1nsD/l9CC/uv7vd/NKZAeyr+x+PnhtdiYmL20KCOj49HLpdP\nKpmL1pITM/ampiaJc7w3RS2xl15dXS1Nj4tGIyL49vT0YLFYcLvdkkjKRBqU1WpFJpPhdrsJBoMk\nJCTQ29tLWloa4XCYcDhMd3c3arVaKo/Hx8fT3d09ScIwEAig0Wgk4MzNzZWuU6fTEQwGMRqN+Hw+\nsrOzJcAPhULSZHpubq7Ur/6pcDgcUu96Yoil9d1Be28RCoWkRZO4r9VqpdvpoeOYCyn8ZDXkzSKI\njG0Hn0XuwUfww7yTMRx6El2fvkNIa2THgX8i88Wb2XrxKpJeuYOmxXcQePEepmlgdMMnhPLmQSiA\n9owCIm4nFmcfjUctRWGNRavVMuAN0rXwDHyvrACEcn5NeRnp69+i4+A/E1GqkI8OoRh14ErJwXjD\nk4wWHEAYCNRsRq/XY9Eo0bTXEUiaJt1LIBQkBHQse57iRRcxPPNQIjIZYwcchWb/w5Gv+opgdFf7\nwuUQtMddDoiEJa9zKUxWgn++anwg65IHIH8eVKwX9qvcANY4QcIUoGkbsnmHkfzla2xa8gjWrjpc\nufvhNViI6ayj9YIHcZnj0Q51j7uX/elSoefevJ39jDJkG78gEpcMObMEbjlAfQXecJTg8RcIA3ZH\nnQXvPUHwz1fjfegyeOQKwQTl2qcEIJ9ePC6q8szN4+9FadOJlLCHLhH63uJg2vwjhcE30fJT9Nue\nSPmaXixk+v8qLWxvojH/wXSyKdCeit9ciB7dYjacmpqKw+HAarViMpmkoS6tVktycrK0ABgaGiIS\niUhynCKIi+pZMN5LLy4ulqbHW1paJA/s6upq8vPz8Xg8BINBamtriUQiRCIRZs2aRXNzs8Tt9vv9\npKamUlBQgMVioaamhoyMDDQaDQMDA6jValQqFaFQSKK9RSIRqQwv8qaj0SgGg4HGxkbi4+PRaDSE\nQiFqa2uRy+UUFRVRX1+/B4XLZDLR2NgoWX/+VMhkMqksL9LWxNd/JcbGxiYN0o2MjAgZuNFK4IpH\nSH3zfvqOXoJHJjigzf/9kdSlzmAwdz4R5zDmj55l47FXMPvpy9l+yvVY//EOnHwR2jMKGDnpMjyL\nrkPbUQ+AqaeFmj9dS07VV8SoZPh8PjRBL2nr36RxztE4HA62bt2KvmkruqsfIfn0ixkcHMTQ34Eq\nMIY7exa691YxcvRfGEkvRN3dQr5Fi7m1Gn92CbKqHwh2NMEzN+OacTCVlz9N+n4L0Ol0qNOz2HLB\nSnwmodpCcibuogMJJ6TD3W/BzacJrzMOxPL1m5PdyYYHcD9zO8F3G4WBrPVrQWeEu98Q9jv9agFw\niuYLwH77a0R2djBwwHHs98I19C/8M5qhboIpWfjeqiPmn+/Rf9LlAiC/fDdMLyKy+npab3wN8uei\nufMsKDqAtksfJzLqmPT7UsvAs+oGghfdD8tWEQ5HGHtsGepQQBBoOe+W8f716w8KvellxwmUr9cf\n3NNxS+xhX7t6si67ySpUGLZ+K4D6xi8n+2uLvfRrV/+0ecnesmrYUzTmP5hONgXaU/Gbi71lwyJN\nTCwJi2A2sdwrmn6IoisTPxfD6XRKvt6lpaV0dnbi9/tJT09ncHCQ+fPn09zcLNlWAlKv2mQykZ+f\nT3l5OeFwmNjYWHp6eiSd87i4OAYGBqR+q9frRaFQUFhYyLZt26RpeJ/PJ1mIivSySCRCfHy8NNg1\nsRIxODiIQqEgFApRXDwuPynSukTXMvG57C0mAr7NZqO0tHQPy8t9xe7HFo8VCoVITEwUFhCE0f51\nFaxtpXDrJ5hkYUmH3ePxYLVaiemsZcfv/kTmls/YsGwNaZs/YeTQPxN4bDkND3xG1rdvoX31XsZS\nhYqDOyWbzB8/pP+oc0j+cDUz4kzkfvMa3cdfQlBjkERurMcuosvppru7m1hbLD5TLCPFB5FUtpYf\nsw/GY4xj8KTL0WtU2M6fi0GjwnjbS4QW34DqtFw461rCS+9BZ8+ntbUVr9dLzzEXoJl3KF1HnT/u\nCX7MmajvfQdWXScIjKy6DhZdi2LuwvHK0EAv7oevxLj8cVQZOQK4/ON9wWxD3O+bvwqc5h8+hbWt\nhF+5j45FtxK/6VN49jvifvg7/owC1IedzIaWLnRXryR77aO4fne8pD0+suQe0rVKFLt6xoq6jWT+\nsJaA3ipk9QD581AM9WJKTKalfwivUkPboYuwfP8RipHByVPeIiAvLhGoc2eV7Enb+jlXr4mgfu4t\ne7YJLrp38vDa3mhh+8qq5x/577cB/V8aU6A9Fb+52Fs2PDIyQktLC3K5XKJ3tba2ThrASkxMnMT/\nbmlpIScnh8TERGkbMYsXS+o2mw2NRsPo6ChZWVmYTCZSU1Opq6uTjm0ymaiurpbkPpOSkjCZTCgU\nClQqlSR9GggECIfDKBQKaco7EolQW1uLzWZjdHQUtVqNzWajrq5OchcLhULMnj2b3Nxc/H4/TqcT\nvV5PaalQ/hO12gsKCqiuriY2NlZaoICQ8SoUikm2n7uDtwi0osvXRD/0nwuxvy1m92KICm/qwBi2\n9x6Bi+5lp0xL1YF/Znb5+xRlpkqVi4SEBNxZJUwre5fGw/6CLyaJwSPPJevV22g4/nKCcamM2mei\n3bEdS1w8rG0lJjUDlSyCumErw0efR+JFB+C3F2MwGKTrlslkmGURlP9cS/zbD+IJBOlY+jDW6u/w\nJ9mZtv4NZH0dFJS/T9AoVCScIyOEnEPEf/6yBECJeuG5TBRxKSgooKCgQJqPUObOErjIosCIKOgy\nvVhaaNa/+xLaq1eisu3K0E1W+N3RcOvp4/vd9SYsPw5+dwwkT8Oz31FkrL4C+ZLbYelBqEoWYDAa\nGWyu55Cmfwh+6/OPJGbVVUJf/KizsD13E6rrToADjhTuYf6RKL58G23jZlCphM9UKuhqQREOCnTG\nrz4n85vX4fenCT8zTix57xoqe3aDoHb2euVkc5GJlLB9TYfvDuqwJ9D+EuDfm5Uo/PttQP+XxhRo\nT8VvLnbPhru7uzGZTAQCAYlvLVKYJgp0iLSwifzviZ+Lx544BJeUlER8fDw2m22S/KlCoSAQCEgL\nBL/fLy0S8vLyyMrKwu12S1n1xCG6wsJCBgYG0Gq1BAIBiYZmsVgm0bwcDgdqtVoaumtvbyc3Nxe1\nWi1Rr+RyOUajkeTkZMmGdGhoaBJoAxIFLBAISFPre4tgMChd8/Dw8CTq1O4xsUIhPitRbhaEUnl/\nfz+Glkr6T7qC+u6dDA8Pk5STT3Xp6fR+/leKi4upr6+ntbWVmM46mg8/l5BOoJDRWsOWRXcxJ0bo\n6zu8AZQzD5xEl9IYzMQZddjL/sqGZWswt1UR++YD4HYyd+5clD43oVtOx6JWMmCfTe38k7GUf0zt\nVc+hba1Gn19C9l8fwtHfh8JkhbWt6PQGuOoYBo48VwIg342nMlhdId3r6Ogozq72Scprvr89Q/sV\nE8rCyZkCEK97WVpoFhYWTBIBAqCzSZAtFc01PnsD5hwq8KEBc0Ii8vy5cOdiePQTouWfE976HWlf\nr0F1xOlkffIMnrLPiBgtoFQLpevyzwXjkeW7BsFueBYS08E1WbAGjYZwZRndFd+zoPpTnMEwYbkS\nbnhOAEQQsv6bThUG6lZcJCwq1u5SOBPNRSZSwmDP6fC9gfqq5eP0M3EB8HPALx57ItjDL9vvPySm\nQHsqfnOxezaclZVFT0/PJC9mlUqF3W6fNEBlsVgmDaK1trbS1NQkZcyDg4N7WHyKsqITJVLlcjkW\ni0UqZ4sT43a7XdJEr6urQ6/XS3QyEcgmip6IQG4wGCRvaKVSicPhkDS1A4EA6enpEgVOr9cza9Ys\n1Go1ZWVl2O12EhIS6OnpoaSkRDJkiUQihMNhiXomAqwo0bq3frU4vLZp0yYGBwdpb2+XMvDdARoE\niVjxGQDs3LmT3NxcRkZGpGcCMDZrIcPBcRc0gOFgBO/sw7BYLFitVoLBID3TZhHSGaVsfShvPpGE\nNGSlx5KTk0NEq6N/8S3j9pUmK42lp6Ha8BE7jjwf+4GHsn3h2UTCEXI/e5YYn5NZP/6V+uOvIFJT\nTjh/Lpkb3qXn0EWYf/yY4K2vYnvjAXzFCwjJFDjOuhGSpxGxJTKaZCew7TvhO6A10HbMhRjuPQf5\nmIvS0lL04QDex5ZhOegYdDodqamp/Fh0JLai2ZMfUnImwXNuln5/bnsJ0z9/kdaqrQJwj44QDvoZ\nvmRCqdg1KIie/OUG4Rhej/B53hxYeTnBlCzUzn7kMQnwyr0oetowEmLk0kfgtCsEutmlK2DOIZKe\nOiYrHHiscIxAQAC8QIBw/jxGsmZjf38lylMvxapWMuoLCBz2i+4VwP+pG+C+9wTxlJXrBL71SUuF\nz0VzEdGmc2JMpITtDuog9LTnHzEOtA9d8stoYbtn4+Wf//SC4T8spkB7Kn5zsTdK2MyZM2lubp4k\nY9re3k5GRsYvPq4o2jHxGLubVoCQaefl5Un8b7vdTlpaGhqNRsribTab5C89UR5VJpNJCmgqlQqF\nQoFGo0GpVGI2myX61sDAAGazGZvNRm1tLampqZJGemdnJxqNhoKCAsne1GKx0NvbS2lpKYODg6jV\nauLi4qiurmbGjBmSSYiYRQeDwUlArNVqkcvlyGQyFAqFZNUphkwmIy0tjdiGcpRet/S8LBYLGTYz\nsQ3lEsVLBH+j0Sg5kYma5XV1dVJrwWAwSHafokCLSqWSevEymQytVktPTw8qlYrEk86ja8Q96fdj\nGmhn07FXEpMuLF6s7TW0LlzEWNYsOMlOzayjMSWl4syaRfLr92A5+1rS33kA1+FnEPzkNfpWfoFx\n06c4jzwbz/df4PV66TpsERGNDr9P0HhvqazA9o936br0UZI+eBLZznZSPlrN8KnXUNfVK7mvzZ07\nd4/p+92/r+bUDHYceT7TP3+R0cYqwk/dSMsR52LKLd53v/eVe2FaIVz2EHS1oN7+HbK8uYL4ylfv\ngC0BxX3vCTMIty+CNZWCTejSe4TBLzHjvOAOwbykYVfFoKGCYFSO+eqVKK57Cs4qQbHkNgw3PEVo\n9Q3gHhH2v/ONcRMRsed8Vsn4sNnu5iJ7i91BfXuZcI8TFmDc+cae7mK7i7bsLWPf+u2e59t9v/+g\nmALtqfjNxd4oYTqdTpr0liwZdzOccDqd5OTkTALbiQNlIh9892M4nc49qGE+n4+GhgapNGowGOju\n7payeNGQQ8w2RUCcKOQiXrNoejI4OIjdbp+0T0JCAna7nebmZkmeVRxKS01NJSsri3A4PKkULi4M\nRPpbU1MTRqOR0dFRKYudKLMq9uBFipYI1oFAgOTkZEki1uVy4cwoIuurlzHLI7S0tGCPj8Hy5oMo\n5xwi0b3ExYXf75d80EUe+fDwMEktFeQkxU+iosVu+4b9XK0SH91qtaIL+7HUCKI44qT+7jMJqoUn\nYsuczvbt2+nt7WUgOZe8H95Dv6OSDcvWMG39G2R8uArfzIPpW3wr5ksPQr3kdjJfvJHW0lOo8spw\nLH+WzBdvJGwvpKysDF3jFoZPuhRDUwUV694n/v3HkS2+nlx5AP0Ft6E9owDTxXdROP9A0tPTqaio\nID8/H5PJtFdN/YnfV6fTSXrBDNoPOg3b+XNpKz2F9IIZuLo79t3vPXEp7KiCO8+CpEyQyaF+s9Bz\nBohGBRvOJQcKmW/OzPFpb5ECBrtsPicvKrQKUJWtm3RulUqFbsmtex/q+rme8y+Nn8vM9xU/V4af\niinQnor/PfFzeuXiH9SJYisTP9/XMXbPwL1eLxUVFVJ5PjMzc4/MVK1WI5PJpGwyPT0dEGhngUBA\ncvVqaGjAYDCwc+dOtFotLpcLhUIhZeeDg4MMDg6SnZ1NWVmZJMUqTnarVCpsNhvx8fHSYsRgMOB0\nOklLSyMmJobi4mL6+/slF6/58+dLgKlQKMjMzGRgYEAqzYtDXCqVit7eXsxmM2azGZfLhcoWT/vR\nF5Ly0WpS5UE8K6+m5Q/n0efx4fP5KC4uJhAI4HQ60el0xMbGktldg3zMJWWhw2kFjK24lJiKLykt\nLUXpc2NtKGds/Ye4e7soKSkhNDLItM9eYDAll9HRUUl9rba2lsTERMrKyoQBwufvwOAaJCcnR7Al\nHWxG5XGhbasZ/522bCP2+7UkfPkaDQ98Bq/dz45jLyH3lVvYLy0e3ZPLaTvvfsGpCtiZmEXCuufw\nxKezYOVihg8+BcPa1QQz8vA+fxe+t+rwPn8Xnp3ddHZ2MnfuXOrr6+nu7t5jcbe7yYnFYqGzror0\nb98RRE++fYfuiu+xvvOwlD0OnXoN4cevGe/37qgmEgwS7euGne1ElLu+10E/PPoJ1G0kuux4nJc/\nMt5PF8FMLF2DUGZv3AZZM4T3WTMEzvanr03OXJ9YPu4ENhGYf2rYbDcq1uDgoKQbv69nsUf8EpGU\n/yrY/wfFFGhPxW8uRMOIiREMBunr69unXrm4zU/Jo4rb7H6M3TPwgYEBbDYbnZ2deL1eWltbpens\n9PR0ysrKyM3NxWAw0N7eLtHSRE1wtVqNUqlErVbj8/kkcxKPx8PQ0JA0TCf25GNiYqTy644dOyZl\n6yAAgcPhoL6+ntLSUtxuNyqVCpfLhdfrpb29XSp7u1wuduzYIUmd6vV6qqurmTVrlgTkwWCQgoIC\naQjN4XDgcrnIysrC6/XiU2roOXQRBTcdQ/P8kxiTq5HL5ej1egwGA/aeWpReN6Ojo+j1ejosaUz7\naDUptRvIysqSFOZSuqrRjfSR8/WrjOTNp+WgMyj45+uY3EPMeH45PTMWMs3ZTXl5ubCAGuoh9bMX\nJJGbbdu20Tnr96SsvJCOjRsE8ZmK9RgaNrLjyCUsWLmY9v1PwG9JJO3j53AsPA3NtDxqDj6L/Lfu\ngqV3YTlnFqNn3YT56zdxThPoctFolIDHTVLZWvxPfEX6CzfSsd8xjDx5M9qrV6K15yO7+D6CN5/O\nzHgLMTExkk9809ZNhP754aTv28T2iuqff2P6uqfZdsApFP3+WLYdcAr2t+9HUbifkC2OjuD/bh2u\noQFCcw8Do5VwZzOBcISQTqhkyIDRjAKifh/87RmiLge+hDQMvnG51L2FMxQhnD0T2hsEall7AxGF\nhtH9j5wMhKEAmOP2BGYxy911nZOy3OnFQml+F+ha5FHcD+iBVFQAACAASURBVF9JsGD/fT6LPWJK\nJOXfElOgPRW/udhb77mpqYmhoaGfBOSfk0edCOoej4fMzEzpGCqVShJzEak+E+k/s2fPRqfTUVVV\nxdy5c6mqqsLj8VBSUiLR0sRyudPppKysDKfTiUKhkEA4HA4TExMjLQba29tJTk6mr69PorfZbDba\n2trYtm0bwWAQr9fLxo0b6e3tJT8/H51Ox/Tp0zEajQwNDUnnEXvIYr/carVKjll2u12imInPpa6u\nDpVKJfW9zWaz5Eim9LpJ/uYNNixbQ+r6N1H7x9Dr9eTk5FBeXo5t4fEUfPsGIccg5eXl+Hw+jJ5h\nknZU0L25jOlfvsTOU5fRPOcYOMmO87gLMHY3kv/tGzgWnob2jAKGiw5k9qs3I/vhE4EhUPE90x67\nmDFTHAqFgurqahQKBT5rIhVn3sn8d+8mub+F2I5qBu2zyP30WTYteYS81+9AGfLTed3L2F++hYGv\n1jLz/RW0XPwYkXeewL2mithnr6d/zhGkf/wsWsdOMj98Elk4SHhmKZorfo/inrdIev8JwmdeQ/uQ\nE6/XS2NvP+qbnkO7ejmMjgh2sTl2Uj56ih2m5H22aEKhMO5dvP6KigqBj6+zElJpJdCKNWjxR6BZ\nG0voyetpP3wxqqFeFHJhoSXTmzAOddN/4qXw3Uf0/Pk6lE98ifLbDyXAG2prIfzUjZMAT6vR4PCF\nCN6+BpYeRPD2NbhSs9FXfD0OlOWfCxPo4hCcyYorazahsk/Gs9yZpYQfvwbn2hek9zx0qaDstqsP\nr3rxDowX3cXOL/+2z2exR+yLzvUfzLn+r8QUaE/Fby721nu22Wx7TI9PBGT4eXnUiaAuTqhnZmbi\ndAp/qKurqyWXr4mlcICOjg5p+EoU9VCr1VLfu7u7m7i4OLRarbSvKIaSkpJCWVkZRUVFEjBOVHrT\n6/V0dnZKvOxoNMrY2Bi1tbWS1rjVapXK2mazGY/HI2XTBoMBtVpNIBCQhuOGh4fxer0UFhZSXV1N\ncXExVqsVm802SWhFoVCQkJDAjBkzBGCXR5hX8QE7jjgPX0wSrX84n7mb1xJyDFJTU0NJSQlbmnbQ\nsHAxOd+8itaxk5xvXqX7L7cDCOXmo88j4Bgg7827YU0lxg+foaNgAcaOWtKevoZNSx4h5oePiUQj\nJLZvR9dYwfQnLmUwwY78sD9NWqypVCr0WQU0/PFKVJcdRsuxl6CwxOKMz2S/F67Bn55HID4NZe5M\n6o6/nP1euIa+U5dhLPuQzvPvpyMox3nZI8x45SYcRQtYsHIx3oQMYvrakAf8sLYV1bqXMNz+Mqb+\nDoFr/dIjzLCnY8mfiea+dwVwadqO/K6/YLjmUdILZuyTUjgy7w9orltFaNX1LMhKI7TqejTXrWJk\n3h8k0NK0bMd6wa2kP3YJm9LmYFv3PLKEVOF6bnkZwkFkehMJn75EzUnLSXnzflTln01SE7O+8zCt\npacQ2vJP6Vn1j45huPx+3GtW4nurDvealRiuWonij0vGgXLrt8KA2ASg1C38I6PfrhPK3buONep0\nYaz5fhxcr10tTJWfuFTqw6veeZS4w07YZ7tqr7E7nWsKsP/lkEX3ZTP0a594ggbzVEzF3sLr9VJW\nVibRpf7dIWbeqampUglZp9Ph9XrZunUrZrOZrKwsWltb8Xg8BAIBDAaDRB1zOp0kJCRQUFCAz+dj\n8+bNKJVKIpHILlMKOSqVStJSb29vJzY2ltraWmbOnEl9fT2pqamSopndbqe1tVXqGYvgNWvWLMmB\ny26309LSwsjIiFTmrqurw2q1StKrYtlb9PguLCykvr6e7Oxsmpqa8Pv9kgiM0WgkPz+f7u5uMjMz\n2fn+i3TGZBDQ6LHZbIyMjKAL+4nvbaQzfaY0FBeJREiRBSi8+Vi23/khHrmK6euewmrQ4xwaxLhz\nB1XnrSD34CNo2rqJGf94DefObiw9TeiGuhmLTWU0NRdtNISl6jtccw6n5qRleGQqaQEithss3hFm\nrbmFrUdcyIz3H6T6tBvJ2PwJCRWf0z/3SLqOXYqu5keyN32I59KHMT58EY0XrqRHF0t2djaeL94F\nlYq8l2+m5qRlFH70GO6c/XDOP4pp519HcHgA54rL8J5zCx6ZisxYC+6Hr0J12QqGAmGyIh5YXILv\nhXJqA0qJ/tfa2gowaTEpVXP0ClSn5RJ8t5GaYY8kaAMwXLMF2/lzqb3yWQofX4qzqBRDfBKehadg\nueMMWL6a6GNX4c6dh3L11/Ru+AL7inOQzf8DnHOzoFq2ppLw356m5YhzhcG39nay27ag3PIN3gvu\npqyyhtKSInTP3wr7HzEumbq2VSiL7/5vYXgA98NXorvgNkafuR3j8sfQhfzSPsG4VEYbq7Hde7ag\nmLbiYoIPrKVlLERmZqZE0fxZ4BZL4mddK/TT/wMz7f8u9k1l2lPxm4zde89NTU2S4IgY9fX11NfX\nS+8HBweloSYxmpqa6Onpkd5XVVUxMDAgTCbvGkorLy9Ho9FIf1S7urowGo3ExcVNEnKJRqOMjIxQ\nXFzM6OgoZrOZkZERamtrqaqqwmaz4ff7CYVCFBQUAEja4iIla/v27eTl5Ukl9Z6eHiKRiNQrFwfa\nRHEUjUZDU1MTycnJUrne6XQSiURISEiQFhtDQ0NEo9FJE96BQEDSOk9OTqayspKxsTFJq9xms+Fy\nudi4cSOZmZnodDrcJYcQ2OVDXVBQwH777YdHpsJTslDqV0ajUWKUMmyfvkTw3UbSv3qNjA9W0X3y\n1WyafTwJld/gSshEF5dERUUF9hmz6U4txFlwAK7EaQAo8+fgPOpstO11wn12N6MPj3uKFxcXEw6H\n0QzvpPDF69h0+u2kH3cGWxfdxcxXb0YRjbBh2RoMMbGk/O1x0r99m77rX0Sz/+FsOn8lmS/cSFzQ\nQ3NzMyOxaWSsfYLaPy2n5J176NrveFS9LYyk5OH1eqlq66Tz2IsY/OYjtFotuvhkVJetYPThK4kZ\n6iR0y58JvrwZ5ysPotpl9ymGx+OZ9H1zOp1kxloIvfqAkMW/8xjx2/9B/aYfJd626t3H2XTBY9hf\nvQ3PJSuI+L04BvrRv3AbPPsd4SevYyw5G91pl6HT6UhfeAy1VzzDmMsh9JWf/Q5uX0TkjGUYElOl\nTFekB4pVm87OTvwdzbRXVkyeCBdVziaEyhaPbtfkfODUK2hvbyf82gpBZvW1FfS9tALtWw/DXW8I\npfdbX8Hz5I1kt23Ze7vq+TuE80yM5iq44g9TIin/zZgC7an4zcXeBsqcTidbtmyRgNvr9TI4OMjA\nwID0mUajoaKigoSEBOk4fr+ftra2SYBfWVmJ2WyWeuUymQyv17vHYNtEnnMgEJAy2+rqavLy8vB4\nPJhMJgYGBtDpdAwNDQFQVFREXV0dJpMJmUxGX18fDoeD7du3S5QmsaSemJiI2+2WeuUbN25kaGiI\ncDhMSUkJcrlcmmafWDYOBAKMjIxI9DMQFgiio5i4rd/vZ/PmzXR1dUn34na7yc3NlVb80WhUakWI\npV65XE57eztarZb4+HgGBgZwOp3YbDYUY6MkrH2CwVOuomUszGjhASCDsf5e5tZ9Q9ny1wmp9VD+\nBQUFBWzfvp3utCLMjRVYHD1sv3Q14Yat2B+/DKd9JhuWrWHMPoPcZ65EO9KPUqmkuroapVJJytbP\n2XrW3eQvPJLq6mpSg06Gc/bDpY9BMy2PzQechn64m875J9DuE3zCPcZYtp51N+bv3ker1aLf2Urd\nCVeS/8Fj7FiygtRN66j949VEd1RTUVFBIBBgKBBmKG8+ra2tDAwMUNfVi+JPF2O74lB8N75Ii8zA\nzhMvJ/a9R0gx6SkrKyM5ORlNxdcMd+yQnnfEOYx3xWX4C+ZLwBTfuo2kv66kpewbQk9eT2vJH8j/\n8DF2XPI4mrZatO5hrI2b8afngcFMxJaEYsyFrPqH8e9iUjoenZXgra/A0oNwHn4mo6uuZ7S3U1rY\n6g79I002O+nrnkE30kf6umfYUnomqeV/F6hhydOEV1HlTIyyjwl2NEuT8/p3HiXx9XvpSczGa02k\n6fC/EPv1G2j8bnjnCVjbSuitRzEpQdlSCYBq4xdkJcSOt6uOOxeuPhr+/pLwvrddkG69+cUpOtd/\nM6ZAeyp+c7G3gbKioiK0Wi1bt26V3J1AKE1u27ZNEsDIz89n+/btUi88Li6OGTNmSNu4XC7UajXb\nt2+nqqqKoaEhNBoNJpOJpqYmgsEger2e0dFRaUHQ1NREOByWfLSLi4upq6uTgFrURhez4x07dkii\nI9FoFIVCQUVFBRqNhsbGRiwWi0Ql27FjB2NjYxgMggGGCKJGo5H4+Hhyc3Ol44rnmtgzF/8Tw+/3\n79FK8Pv9kugKIBmciCInAP39/ZSVlU2SNRXV1QYGhF6nOIwW19tIy+/PZafbh9VqpTlzDq2HLKLg\nk9WUzz4Bvy2Z5qMuJKa9iqYtm1AoFMTWfIepuwH//R9gP3ExA9NKgCgjmTOwH3go3adfjyMpm4zN\nH0uLJZlMRs8xF+K1CNanBQUFRJqraTlqCX2nXC20ELQGtp9xB5oxofowMDBAbEM5Ia2BHYedTUJC\nAmq3g8K1K2k96M9Mf+F6ti26k4IPHkXtduDz+Sap6mVlZVFZWUl01IHqhTtou+dDHC+vIDPWgj4x\nhcZDz6Zj3VvSdLt7+kyyvnyZlsoKvF4vyocuJjQ6guaQ4wFBba1p9jEYCZPw6l1sTptLykdP4r3n\nXbwpWWyYfSIRtR6FUkkgNhXOKkF17SrUWi2e5hrpe5zrHcB62X1Sv1pe9nfCrhHs/U3CdynWgvae\nc0iLjWFL4eFwkp0thYczc2cVY0f/ReB097YJcqWXPwTrXpbuOdRchey8/TFedBdaez7mxGT0LduJ\njrkpKysjpDWivP4ZwZwkJND6dAoZih01cPIlwkFmlqJ68Q7iNLu07I0WKJgLbzwsWJEuOw6e/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TYBf+eYcTV/YBIyWH4krLw+wSWALmSAC31kw0vGuR6hyEg08UvLoHuoXPxkYFYB0V5gQY6oXD\nTwNxSeIbg9teEe7k5tMEYH7xR7jmcQGwQXi95AEBsL//GD55Dcq/gAOOFJzMlh4kZM8TARv2MfT2\nhADYy44TptVXXCQA9qprhfe3nSmU9S++TwDhr9+Dx68RAPuBpfDX1XDZ4bD6HwJgi9v8mwH73xFT\noD0Vv2r8nB74vxK7C66IdokTz1VQUEBJSYl0LovFQkZGBn19fZSWltLW1iaV0EtLSxkaGiI+Pp5o\nNCqpVone1mNjY+Tm5mK1WgmHwxiNRgwGA1lZWRgMBmJjY/H5fNL9iGVupVLJ3LlzpeuKRCKC29Wu\nvnVCQgIul4s5c+ZI5hoAubm5aLVaZDIZNpuN0tJSYmNjkcvl6HQ66frS09NRKBQkJycTHx/P7Nmz\npXOlpaVx8MEHS6Avl8s5+OCDKS6ewMuF8fdRkIWDzCl7i2kayPvkKYzdTTgyZ+A++GSyN7xDQpXQ\n5y4oKKCrq4tpWhmzX7mBUGwyPPsdOtcAyCCmp1Gg+gBhxoFbDgSNFhqPvoiivz8OhYLJxGhKLt6U\nbADUebOw7tjK9K9eQVUk/FxVtD9ZXzxP4XsPSIsXnyUBc28LkV0CMBGDBY1vDE+CHf+SOzG/9RA7\nZx0Baj0RrQGAkMGCpb+NsUQ7AGMF88n+6mVG46cJ15FRRMnbd9G+4FTkuxYiMrmc0fgM1P4x1Bs/\nR3nLi1i6G4jvqiGqFzTco3oz2oAHtVwh3WtUa0Cj1o6/V2lQ9rcjz8wTNL+BqFKNIhyUtpFZ47Ed\ncQpRlfDz8c8F+V1Z0QFkvHobbF0PqVnSNnpZFNnF90N/FzKvG9dVq4gtX4fs9KvgtQeQnX870UXL\nUWXmI8uaAR0NBJLsGL1OPPsfhWbz14QWnIC+vRZlZi4ykyC6I1OqMPlcRFSChSymGNiwTsi48+YI\nn03Lh8FeIeMGAUi/flewE332O7AlwN3nQnRX1UUmg4Yt8NjVkD1T+Cx7Jjx1A5xyKSy5A56/XXi9\n7CFoFNoOtNaCey9/K/bWrxZL30sPgjtfFzJs8f31vowWYQAAFXdJREFUTwvAe+qlcP0zwkLi+meE\nDPvKlcIA4JUroaRU2G7iNr8hwIZfGbS//fZbCgoKyMnJYdWqVb/mqaZiH7F+/fr/r+f/OT3wXxq/\nJGPf27mmTZuGx+OR9pszZw4dHR3MnDlTOk4oFGLevHnSvnK5HKvVSk5ODhkZGeTl5QlGGkolJSUl\n2O12ZsyYgUajISMjg7KyMul+lEol8+fPJyYmRnClAslnW1RZ02q1ZGVlERMTQ0JCAkqlkjlz5qDX\n64mLi0OtVgvKXDodBQUFmEwmYmNjpesLBALMmzeP+Ph4ACnzNplM5OfnS8/YarVK5fqkpCRp0TB/\n/nySkpKYP38+wznzkKu1KLweVKflYm6tQqlWYXzobxhvfZG42FjiGsop/OZlPH3dlJaWovnb0yiV\nSlpPvBK+eIuOM29E5R8jKFeC24kzvRA5Us5FFLC21VD84UpkJQugdiPdp1xDTGctlpZt8OgnqLpa\nyNz2BTHd9aj1eljbilqvx9a2HeNQF2WjwJpK/HEpyGWg2lWWVun0yOQySEhD98o9sPxJkrZ/gyYa\nRr7LW1rpdaOQydCarYLCl0aHIhzE2tsM972LpasOR3ohBetWIVNrYPmTKAI+4lsr8duSoPh3aFZe\nTnrYQ2xNGfIxFxx/HvIxF7a6cuk8ADKfB3lgl5BPTALyoB99ex2yjV+BUgXLVyMPTaiqmGwwMoDq\n2uOQBwPSogeAkQGYdTDU/IhcJkOpVEF3C2QKv2O5a1gAwYQ00BmJeWo5XP4wvP0YnH0DvHgnievf\nESiOLVWQMxv1zlaimQUYN34Gx5+HasNHKPY7HPX2DTDqYL06VShhI0MR9MG0QiGbtsZBbbkAphfc\nCW31oNEKGfechUKJWvn/2jv3qKiPLI9/GwXChh6doIiCKIFWQNBGgRYJguggGJAYH4GsRAUHISPG\n4JgQQtJwTIwxx+MjicQ4Gpw5ToiPTI6LEoIw+FjkYeZkGVGjrHQkgtgRd2gBG4S7f1RoaHmq3SrM\n/fyDt35Vt27d3+9YfetpCjw7SSw8W/cJcKcB0N4Rc9wmJsD70cCzrqLsHz8Rf918gG2JwJ40ofdP\naWLF+bRAsaDN1VvMad97ulp3937X/CRWqbevVv+f/9aXa34Sw90fxgmbPowTQ+Tb1wl7tq8TZe7N\n8+uVrk8MZETkcjmdOHGCVCoVTZw4kdRqte6ZkatmfkWpVD5uEwyCWq2m5uZmvbTm5ma9b6o/5dRq\nNTU2NuqVu1dPd3XV1NTQ9evXu62/3ccVFRXU2Niop6e+vp4qKir6XVd/7HtQysrKqL6+Xi+tvr6e\nzudnEy2eQKQA3Q22pubz33fKcIvuHP0zXfl8E93dFEdUXUl314bQ/373za+yimi5J9EqfyIFiN5a\nTG0KUJsCRL6mRH+YQ+RjQm0KkDbEhmj2MKLCY0TPjyEKsyOKcCXKzRR65o0hivEhei+GqLqS6L0Y\nal40kVqXuJJy3Vphzt5N1BYgpeYXnYiO7CFSLqXWUDtq8xlC9MNpYfPWtcKWeWOIfjhFFGwtbPnz\nZiIiuvGpktoChxH9KY0o0o3oh9PUOvNpuutrSrTAgSh5CdEfAoWOlb5E9beIUqOIAp4WafGzhH2/\nf07IChBFT+/4twJEr3iKclHyjrTCX/0800LIEW5Cnj5EyIFSIb/7n0Ke/Rvx99MkojnDxb9fnSX0\n7tkgZJ+hot1vv9Sh99BOos2vEuUd7Kh7W6LwTUKQkBOChJyV0ZEneQkp7YcQPW8r5JAxRM+ZEymX\n6reBSPig3RdERHEBQlYuFfLaEKIAS6JNq4R8uYzI14xIIel4Tz+cJpoxVF/vW4uFnHdQ9/2RcinR\nJ2/ofZO0+VXxt11OjSJa4iK+o3bdz5l31FWtIlroRBQ4TNjSue1ZGR1lfE2JZv2mI8/lMqLfPdMh\nG4CH7fuMFmm3D3/OnDkT48aNQ1BQEIqLi/soxTDd86AR+73l2ufGO5e7V093ddnY2GDUqFG91t8e\nzXfWI5VK4ejo2O+6+mPfg+Lu7q43nQAAUrTC5cwhQCYHAAyZGgDTv+3s2DcrHQ6NdwjslidiyCtv\nAgscMOSNnbA3A/7vpT8CV84BGw8B2gZxE1T+QUhs7CGxnyjmB6f4AuknIRnvArP6m8Cq9wGfECBw\nMWD+H8CGTMDCUgxtxr0nIsvoFDHsGZ0C01VpMPn9u7oIVNpYB8mMEJjGvydW/q77GCYtWkh+95Ko\nCwBqq4Cps4CRNmJoNPodYMbzIlIEMNIUkOw6JSK9LVnAFF+YeM3GkLlLxarktlbA2UusfG7fj564\nA4AE8AsH3tkr7AtbIdpgMgRwnCSO6ATEEHFNpRiy/fTvwAg7kedcETA9RMwFr98phl23fwc8ZQGM\ncwWGmAnZzklEzHdbgdUfiv3PAOCqADZ9LfRWngfk/sDTUqAkVwzjjhwj8tTVijlfcwths+VwMfQL\niEjZO6hD5/PLfv3IzIGb14F5y0R5Z0/g1nXgkzzg+lUxIiAxEUPOgDh6NHgpcEtcZIP0vwOxG4Dj\nBzp8sLtQ2AWItjq5A56BHe9piq8YJXjWvUPv88uE39u3eEmHizlt+cyOj7b93u/Ox6FajRHD5O0H\nuJTkCttLcoU8epwYNQiK7Bju/q+9Yk67KKfDHg9/YKxTRx4ndzGnve8DPDEY6MdDF3JzcykiIkIn\np6enU0pKik42YtVMJwZLpP0kM6B9nJspIpn3f41u348Rcm6mfr726Ka6Uj/KISI6nSUikUg3EdlG\nugn5dFZHns+VHVFQO9Uqkd6PenQ+Pp2lX3d7mc51nc4SujvrqVbp5+mO/ui+174je4TPOkd978d0\n9d/90F0kea/PjcSA/pYHCA/b9xlty9fx48exZ88efPnllwCAzz77DNeuXcOGDRsA6F/GwDAMwzD/\nLjxMtzvUgHbo4eXlhfXr1+vk8vJyBAcH62Qj/VZgGIZhmEGL0ea028+WPnnyJFQqFXJzc6FQKIxV\nHcMwDMMMeowWaQPAtm3bsGrVKrS0tGDNmjUGWUzDMAzDMP+uGHWftr+/Py5cuICKigqsWbNGl877\nt41DVVUVZs2ahUmTJiEgIAB//as4K1ej0SA8PBz29vZ44YUX+rzdiemb1tZWeHh4ICxM3JvMPjYs\nDQ0NWLZsGSZMmABXV1cUFxezjw3M7t27MWPGDEybNg1r164FwN+xIYiOjsaoUaPg7t5xKEtvft2x\nYwdkMhlcXV1x+vTpPvU/lhPRXnvtNezatQvHjx/Hp59+2uvdykz/MTU1xdatW1FeXo5Dhw4hJSUF\nGo0G6enpsLe3x+XLl2FnZ4fPPvvscZs64Nm+fTtcXV11CyrZx4ZFqVTC3t4eZWVlKCsrg7OzM/vY\ngNTV1WHjxo3Izc1FaWkpLl26hJycHPaxAVixYgW+/fZbvbSe/Hrjxg3s3LkTeXl5SE9P1wtue+KR\nd9q8f9t42NjYQC4X+21HjBiBSZMmobS0FCUlJYiJiYG5uTmio6PZ3w/Jzz//jGPHjmHlypW6BZXs\nY8Ny/PhxJCcn46mnnsLQoUMxbNgw9rEBsbCwABHhX//6F5qamtDY2Ijhw4ezjw2An58ffvvb3+ql\n9eTX4uJiBAcHw97eHv7+/iAiaDSaXvU/8k67tLRUd9QiALi6uqKoqOhRmzHoqaioQHl5Oby9vfV8\n7uzsjJKSksds3cDm9ddfx0cffaQ73xsA+9iA/Pzzz7hz5w7i4+OhUCjw4YcfoqmpiX1sQCwsLJCe\nno7x48fDxsYGvr6+UCgU7GMj0ZNfi4uL4eLioss3ceLEPn3OF4YMQjQaDV566SVs3boVlpaWvL3O\ngGRlZcHa2hoeHh56fmUfG447d+7g0qVLWLhwIQoKClBeXo4DBw6wjw2IWq1GfHw8zp8/D5VKhTNn\nziArK4t9bCTux699nWHyyDttLy8vXLx4USeXl5dj+vTpj9qMQUtLSwsWLlyIqKgohIeHAxA+v3Dh\nAgDgwoUL8PLyepwmDmgKCwtx5MgRODg4IDIyEvn5+YiKimIfGxAnJydMnDgRYWFhsLCwQGRkJL79\n9lv2sQEpKSnB9OnT4eTkBCsrKyxevBinTp1iHxuJnvyqUChw/vx5Xb6LFy/26fNH3mnz/m3jQUSI\niYmBm5ubbjUoID6MvXv3oqmpCXv37uUfSQ/Bxo0bUVVVhcrKSmRmZiIwMBB/+ctf2McGRiaTobi4\nGG1tbTh69CjmzJnDPjYgfn5+OHv2LOrq6qDVapGdnY2goCD2sZHoya/e3t7IycnB1atXUVBQABMT\nky73A3ThoQ5BfUAKCgrI2dmZHB0dafv27Y/DhEHJqVOnSCKR0JQpU0gul5NcLqfs7Gyqr6+n+fPn\n09ixYyk8PJw0Gs3jNnVQUFBQQGFhYURE7GMD8+OPP5JCoaApU6bQunXr6Pbt2+xjA/PFF1/QzJkz\nydPTk1JSUqi1tZV9bAAiIiJo9OjRZGZmRnZ2drR3795e/bpt2zZydHQkFxcXOnnyZJ/6jXb2OMMw\nDMMwhoUXojEMwzDMAIE7bYZhGIYZIHCnzTAMwzADBO60GYZhGGaAwJ02M2j55ZdfEBERAScnJ8hk\nMqSkpKC1tbXPchs3buzxWWpqKrZs2WJIM/HFF1/Aw8MDHh4eMDMzw+TJk+Hh4YHk5GSD1mMotm3b\nhqamJqPpz8vLw5tvvtntM0tLS4PUkZqaCjs7O53f230dHh6Ompoag9TBMMaAV48zg5bQ0FB4eHjg\njTfegFqtRmJiImbOnInExMRey0ml0h7P/01LS4OlpSXWrVv3ULa1trZiyJAhXdIdHBzw/fff45ln\nnnko/Q9D+38JPZ3M5ODggLNnz8LKyqrfOntqb3csWLAAmzdvhkwm6/Kst3dzP6SlpUEqlXb5Fg4e\nPIhz584hLS3toetgGGPAkTYzKNFoNCgvL8eGDRsglUrx7LPP4oMPPsDXX38NAMjIyEBCQoIuf2ho\nKE6cOIGkpCQ0NTXBw8MDUVFRAIAvv/wSU6dOxXPPPYerV6/qyly+fBnR0dGQy+VQKpW6zqSn9ICA\nALz99tvw9PTEjh07+mzDwYMHERoaCj8/P3z++ecAAJVKBVdXV8TGxkImkyEhIQGFhYXw9fWFr68v\nzp07B0BEkrGxsZgxYwa8vb31bh3qSa+LiwtiY2MxefJkVFVV4dVXX4WXlxdmzJiB3bt3AxDXCFZX\nV2PWrFmYPXs2AP3o99ChQ1ixYgUAYPny5UhMTIRCoUBSUhKqq6uxfv16+Pj4YNmyZaisrOzS5urq\natTU1Og67OrqasTExMDZ2bnLCEh37QCA/fv3Y+rUqfDz80NMTEyPIyPdxSvz58/XXWnLME8kxtle\nzjCPl8zMTIqKiuqSPm7cOLp+/TplZGTQ6tWrdemhoaF04sQJIiKytLTUpavVapLJZFRTU0M//fQT\n2dra0pYtW4iIaMGCBZSZmUktLS0UHx9PO3fu7DU9ICCAIiMjSavV9mj3+PHj6ebNm1RZWUlLliyh\nlpYW0mq15O/vT9XV1VRZWUkSiYQKCgpIq9XShAkTaPHixaTVavXapFQqSSaTUW1tLVVUVJC9vT21\ntbX1qfebb77R2VJXV0dERFqtlhQKBd2+fVvPxnY6++vQoUO0fPlyIiJatmwZ+fv7U319PRERRUdH\n09mzZ4mI6OjRoxQXF9el/dnZ2XrvLSEhgTZv3kxtbW30zjvv6OrqqR21tbXk7OxMtbW1VFVVRXZ2\ndrr31RmlUkm2tra6Q4hycnJ0z9zd3ammpqbHd8Qwj5Ohj/tHA8MYi+6Gd9vTqJ+zQjk5OQgODoaN\njQ0AYM6cOQDEGe+lpaU4fPgwJBIJVqxYgXfffRcrV67sNj0+Ph4A8PLLL8PMzKzXOokIhw8fRklJ\nie4c4oaGBuTn58PX1xe2trbw9/cHAHh6emL27NkwMzODj48PPv74Y52ekJAQWFtbw9raGu7u7igs\nLERRUVGPeq2srHTn1QNAbm4u9u3bB5VKBbVajfz8fISFhfXLb4Dw9aJFiyCVStHS0oJjx47hH//4\nR69lKioqMH78eJ2ck5ODwsJCSCQSREdHY+vWrQDQrX/y8vIgkUgQFBQEa2trAOJ9dfeuJRIJEhMT\nu50qcXR0xI8//qh75wzzJMGdNjMomTdvHpKSkvTSLly4gDFjxmDUqFGwsLCAVqvVPaurq+tWj0Qi\n6bWDJyJdns4/Ejqnd2bMmDH9sr+trQ3Lly+HUqnUS1epVBg+fLhONjMz053nb2ZmptemznW329ab\n3s6dlEajQVJSEk6dOgVbW1ssWLAAt27d6tbWznPVN2/e1Hs2evRoXb0mJiYoKiqCubl5r22/12fd\n+b+nduzfv7/Psn09IyK9a1cZ5kmCv0xmUCKVSjFp0iSkpqZCo9HgypUrSE5OxosvvggAmD59OoqK\nitDc3Ixz587p3WE7cuRINDY2AgDmzp2L7777DrW1taiqqkJeXh4AwNTUFN7e3jh8+DDu3r2Lffv2\nYf78+d2md45e+4NEIkFERAQOHz6sm0O/du0a1Gr1fenJycmBWq3GlStX8M9//hM+Pj791nvr1i2Y\nmprCxsYGly5d0rUbAMaNG4cbN27o5KlTp+LMmTNoaGjAV1991e0Ih7m5OebNm4f09HS0traCiFBW\nVtYln0wmg0ql0snBwcHYt28f2trakJGRoUvvqR1BQUHIzc2FWq3GtWvXkJ+f3+dVh/dy5coVTJgw\n4b7KMMyjgjttZtCSkZGBixcvQi6XIygoCC4uLnj99dcBiI4nLCwMcrkcaWlpCAgI0JVLSEiAn58f\noqKiYGVlhbS0NISEhCAyMhJz587V5du0aROys7Ph6emJESNGYOnSpb2m94f2Dmbs2LFITU1FXFwc\nJk+ejCVLluD27dt6ee4t0/nfEokEAQEBmD9/PiIiIrBr1y6YmJj0W6+9vT0WLlwINzc3rF69Wm9Y\nPDY2Fq+88opuIVpycjLWrFmDwMBATJs2rUfb0tLScP36dXh6esLNzQ1Hjhzp0n53d3dcunRJJycl\nJeH8+fNwdXWFubl5n/4ZOXIk3nrrLQQFBSEiIgJeXl5wcHDo1dedaW5uRmNjI0aNGtVtGYZ53PCW\nL4YZhBhqa9rj4IUXXsDmzZsfONptaGjA008/jRs3bsDf3x+lpaX93t994MABlJeX85Yv5omFI22G\nGaTc77Dwk8KaNWuwZ8+eBy4fGxsLuVyORYsWISUl5b4OZNm/fz/i4uIeuG6GMTYcaTMMwzDMAIEj\nbYZhGIYZIHCnzTAMwzADBO60GYZhGGaAwJ02wzAMwwwQuNNmGIZhmAECd9oMwzAMM0DgTpthGIZh\nBgj/DwK4HR2wK7JVAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 113
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Histograms/Distributions"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Define a functions to produce histogram and cumulative distribution."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Histogram\n",
      "def elec_hist(data,date_range,hist_title):\n",
      "\n",
      "    fig = plt.figure()\n",
      "    elec_pdf = data.ix[date_range].hist(weights=np.ones_like(data.ix[date_range])/data.ix[date_range].size,bins=20,grid=False)\n",
      "    #xlim(xmax=)\n",
      "    #ylim(ymax=.5)\n",
      "    ylabel('Proportion')\n",
      "    xlabel('Usage (kWh)')\n",
      "    title(hist_title)\n",
      "    elec_pdf.text(0.1,.14,'N = %d hours'%size(data.ix[date_range]))\n",
      "    \n",
      "# Cumulative Distribution Function\n",
      "def elec_cdf(data,date_range,cdf_title):\n",
      "\n",
      "    fig = plt.figure()\n",
      "    elec_cdf = data.ix[date_range].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "    #xlim(xmax=6)\n",
      "    #ylim(ymax=1)\n",
      "    ylabel('Proportion of Hours (x <= X)')\n",
      "    xlabel('Usage (kWh)')\n",
      "    title(cdf_title)\n",
      "    #fig.text(0,1,'N_feb = %d hours \\n N_mar = %d hours \\n N_new = %d hours'%[size(old_apt_and_weather['USAGE'].ix['feb 2014']),size(old_apt_and_weather['USAGE'].ix['mar 2014']),size(new_apt_and_weather['USAGE'])])\n",
      "    #legend(['St. Paul South - Feb','St. Paul South - March','St. Paul North'],'lower right')\n",
      "\n",
      "    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 127
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": []
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec_hist(old_apt_and_weather['USAGE'],'feb 2014','Old Apartment \\n February 2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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pqanS341p+yorKwMAhIWFAQAiIyOh1WoRHR0tldFqtRg7diyUSiViYmLwxhtv\nAACsra0hhJCWce3aNelpf0RE1Dr0JgxXV1eUl5cjNTUVCoUCI0aMgK2trd4F5+TkwMPDQ5r28vJC\nVlaWTsLIzs7WuafD2dkZp06dQu/evbF69Wq4urqiY8eOiI+Pr/fBTQkJCdLfarUaarVab1xERPcT\njUYDjUbTLMvSmzA2b96M119/HRERERBC4K233sJ7772HJ554wuCVCyHqnLEoFAqUlJRg2rRpKCgo\ngKOjI8aNG4ft27frJBtAN2EQEVFdd/+YTkxMbPKy9F70TkpKwp49e7By5UqsWrUKe/bsafAC9p0C\nAgJ0LmLn5+cjKChIp4xKpdK5CbCkpARubm7Izs5GUFAQHnnkEXTu3Bnjxo1Denp6Y7aLiIiamd6E\nAdR2r73zbznXMezt7QHU9pQqKirCrl27oFKpdMqoVCps2rQJpaWlSElJgaenJwAgNDQUubm5uHjx\nIm7cuIHU1FRERkbK3igiImp+epukXnzxRYSHhyMyMhJCCOzevRtvv/22rIUvX74ccXFxqKqqQnx8\nPJycnJCcnAwAiIuLQ2BgIEJDQ+Hv7w+lUol169YBqE02b7zxBp544glcu3YNw4cPR3h4uAGbSURE\nhpI1Wu2lS5ewY8cOAMCIESPg4OBg9MD04Z3e1J41x2i1rXO3Nu/0buuMdqf3bTU1NaipqQEAVFdX\nN2lFRERk2vRew1i/fj2CgoKQmZmJzMxMBAcHY/369S0RGxERtSF6m6R8fX2xY8cOdOvWDQDw559/\nIioqCocOHWqRABtiqk1SdnZKVFRcalJdW1tHlJdfbOaIqC1ik1TT6priMaGlGbVJSqlU4vr169L0\n9evXoVQqm7Qywn+SRdN2VkUFB4UjotajN2E4OTlh0KBBCA0NBQDs378fjz32GKZPnw6FQoGPP/7Y\n6EESEVHr09sk9dVXX9Wt9J9TGoVCgSlTphgrtnsy1SYpQ5+XbIrbTI3HJqmm1eX3Qz9Djp2yutUC\nQHFxMQBI1zJaGxMGtWdMGE2ry++Hfka9hpGXl4dp06bh6tWrAAAbGxusXr0avr6+TVohERGZJr1n\nGOPHj8eMGTMQEhICAMjIyMDy5cuxcePGFgmwITzDoPaMZxhNq8vvh36GHDv13odx+vRpDBo0SJoe\nOHAgTp8+3aSVERGR6dLbJDVhwgQ8+eSTePLJJyGEwIYNGzBhwoSWiI2IiNoQvU1SVVVVSE1Nxfbt\n2wEAI0eUc2fJAAAT90lEQVSORFRUFCwtLVskwIawSYraMzZJNa0uvx/6Ga2X1K1bt+Dj46PzzIq2\nggmD2jMmjKbV5fdDP6NdwzA3N4enpyfy8vKatHAiImo/9F7DuHjxIvz9/eHr64sePXoAqM1QW7du\nNXpwRETUduhNGAkJCfU+d5uIiO4vDSaMqqoq7Ny5E/v370dUVBSGDh2q86hWIiK6vzSYAebPn4/V\nq1fD2dkZixYtwvLly1syLiIiamMa7CU1aNAgZGVlwcLCApcvX8bo0aORlpbW0vE1iL2kqD1jL6mm\n1eX3Qz+j9JKqqamBhYUFAMDBwQHl5eWNXnh6ejo8PT3h7u6OpKSkesvMmzcPbm5uGDRoEAoLC6X3\nr169iilTpqBPnz7w8vJCVlZWo9dPRETNp8EzjA4dOqBTp07S9PXr12FtbV1bSaGQlUD8/PywYsUK\nuLi4ICoqCvv374eTk5M0Pzs7G6+88gq2bt2KnTt3Yv369di2bRsAYM6cObC2tsaCBQtgbm6Oq1ev\nwt7e/u/AeYZB7RjPMJpWl98P/YwyWm11dXWTAwKAsrIyAEBYWBgAIDIyElqtFtHR0VIZrVaLsWPH\nQqlUIiYmBm+88YY0b/fu3cjMzISVlRUA6CQLIlNgyON4idoivd1qmyonJwceHh7S9O1mpTsTRnZ2\nNmJjY6VpZ2dnnD59GpaWlqisrMS0adNw7Ngx/M///A9mzJghJY/bEhISpL/VajXUarWxNoeo0Qx5\nHG/tL20iw2k0Gmg0mmZZltEShhxCiHpPjSorK3H8+HEsWbIEERERiIuLw8aNGzF58mSdcncmDCIi\nquvuH9OJiYlNXpbRbqwICAjQuYidn5+PoKAgnTIqlUpnnKqSkhK4ubnhkUceQd++fTFq1ChYW1sj\nJiYGqampxgqViIhkMFrCuH3NIT09HUVFRdi1axdUKpVOGZVKhU2bNqG0tBQpKSnw9PSU5rm7u0Or\n1aKmpgbbt29HRESEsUIlIiIZjNoktXz5csTFxaGqqgrx8fFwcnJCcnIyACAuLg6BgYEIDQ2Fv78/\nlEol1q1bJ9X98MMPMXnyZFRWViIiIgITJ040ZqhERKSH3udhtFXsVkttnaH7mt1qG1+X3w/9jPqI\nViIiIoAJg4iIZGLCICIiWZgwqF2zs1NCoVA06WVnp2zt8InaFF70bmG86N2yWvPz5kXvll83vx/6\n8aI3EREZHRMGERHJwoRBRESyMGEQEZEsTBhERCQLEwYREcnSqs/DIGrbzP/TNZaIACYMonu4BcPv\nKSBqP9gkRUREsjBhEBGRLEwYREQkCxMGERHJwoRBRESyMGGYFHMO1U1ErcaoCSM9PR2enp5wd3dH\nUlJSvWXmzZsHNzc3DBo0CIWFhTrzqqur4efnh1GjRhkzTBNyu5tn418VFZdaI2AiakeMmjBmzJiB\n5ORk7N69GytXrsSFCxd05mdnZ2Pfvn3Izc3FnDlzMGfOHJ35K1asgJeXF2+eIiJqA4yWMMrKygAA\nYWFhcHFxQWRkJLRarU4ZrVaLsWPHQqlUIiYmBseOHZPm/fbbb/j+++/x7LPP8qEoRERtgNHu9M7J\nyYGHh4c07eXlhaysLERHR0vvZWdnIzY2Vpp2dnbG6dOn4ebmhlmzZmHJkiUoLy9vcB0JCQnS32q1\nGmq1ulm3gdoGOzslm9SImkij0UCj0TTLslp1aBAhRL1nD9u2bUOXLl3g5+d3zw29M2FQ+1WbLAx5\nZCjR/evuH9OJiYlNXpbRmqQCAgJ0LmLn5+cjKChIp4xKpUJBQYE0XVJSAjc3N2RkZGDr1q14+OGH\nERMTgz179mDy5MnGCpWIiGQwWsKwt7cHUNtTqqioCLt27YJKpdIpo1KpsGnTJpSWliIlJQWenp4A\ngMWLF+PcuXM4c+YMNmzYgGHDhmHt2rXGCpWIiGQwapPU8uXLERcXh6qqKsTHx8PJyQnJyckAgLi4\nOAQGBiI0NBT+/v5QKpVYt25dvcthLyki0s+w4ehtbR1RXn6xGeNpfxTCRLsgKRQKk+w9VfsPbUh7\nfNPrmuLnBbTuZ2b48Ob327pNNe7a+qb6HWkMQ46dvNObiIhkYcIgIiJZmDCIiEgWJgwiIpKFCYOI\niGRhwiAiIlmYMIiISBYmDCIikoUJg4iIZGHCICIiWZgwiIhIFiYMIiKSpVUfoET3Bz4xj6h9YMIg\nozPsiXkAn5pH1DawSYqIiGRhwiAiIlmYMIiISBYmDCIikoUJg4iIZDFqwkhPT4enpyfc3d2RlJRU\nb5l58+bBzc0NgwYNQmFhIQDg3LlzCA8PR79+/aBWq5GSkmLMMImISA5hRL6+viItLU0UFRWJvn37\nipKSEp35Wq1WhISEiNLSUpGSkiKio6OFEEKcP39e5OXlCSGEKCkpEQ8//LAoLy/XqWvk0I0GgABE\nE1+G1TXNbW7dz8w04+Zn1tT69wNDttNoZxhlZWUAgLCwMLi4uCAyMhJarVanjFarxdixY6FUKhET\nE4Njx44BALp16wZfX18AgJOTE/r164fc3FxjhUpERDIY7ca9nJwceHh4SNNeXl7IyspCdHS09F52\ndjZiY2OlaWdnZ5w6dQq9e/eW3jt58iTy8/MRGBhYZx0JCQnS32q1Gmq1unk3gojIxGk0Gmg0mmZZ\nVqve6S2EQO0Z0t8Uir/v6q2oqMCECROwbNkyPPDAA3Xq35kwWgqHuSAiU3L3j+nExMQmL8toTVIB\nAQHSRWwAyM/PR1BQkE4ZlUqFgoICabqkpARubm4AgKqqKowZMwaxsbEYPXq0scJstL+HuWjqi4jI\nNBktYdjb2wOo7SlVVFSEXbt2QaVS6ZRRqVTYtGkTSktLkZKSAk9PTwC1Zx5Tp06Ft7c3Zs6caawQ\nqRHs7JRQKBRNehFR+2DUJqnly5cjLi4OVVVViI+Ph5OTE5KTkwEAcXFxCAwMRGhoKPz9/aFUKrFu\n3ToAwIEDB7Bu3Tr4+PjAz88PAPDee+9h+PDhxgyX7sGwAQSZNIjaA4W4+yKCiVAoFHWuf7TUeg1r\nWjKkvmF1Dfm8DNtu0/3MTDPu1ly3qcZdW99ED4eNYsixk3d6ExGRLEwYREQkCxMGERHJcl8+cS83\nNxc5OTmtHQYRkUm5LxPGG298gL17y9ChQ2/9hYmICMB9mjCEAG7efA7AuCbU/rS5wyEiMgm8hkFE\nRLIwYRARkSxMGEREJMt9eQ3j/mTOcZ2I7qnp3xFbW0eUl19s5njaHiaM+8YtGD5kA1F71vTvSEXF\n/fH9YJMUERHJwoRBRESyMGEQEZEsTBhERCQLEwYREcnChEFERLIwYRARkSxMGG2WprUDMDJNawdg\nZJrWDsDINK0dgBFpWjuANsuoCSM9PR2enp5wd3dHUlJSvWXmzZsHNzc3DBo0CIWFhY2q275pWjsA\nI9O0dgBGpmntAIxM09oBGJGmtQNos4yaMGbMmIHk5GTs3r0bK1euxIULF3TmZ2dnY9++fcjNzcWc\nOXMwZ84c2XWJiNoDOzslFApFk192dsoWi9VoCaOsrAwAEBYWBhcXF0RGRkKr1eqU0Wq1GDt2LJRK\nJWJiYnDs2DHZdYmI2oOKikuoHZKkaa/a+i3DaGNJ5eTkwMPDQ5r28vJCVlYWoqOjpfeys7MRGxsr\nTTs7O+PUqVM4c+aM3roADBxM7zsD6ho6bozc+onNvO6Wiltu3fq2r6XW3RJ12/u6G9p/bT1uOfUb\n87/5n5oGHY8Mi7ulBhZt1cEHhRAQQnewL7kbfnc9IiIyLqM1SQUEBOhcxM7Pz0dQUJBOGZVKhYKC\nAmm6pKQEbm5u8Pf311uXiIhaltEShr29PYDa3k5FRUXYtWsXVCqVThmVSoVNmzahtLQUKSkp8PT0\nBAA4ODjorUtERC3LqE1Sy5cvR1xcHKqqqhAfHw8nJyckJycDAOLi4hAYGIjQ0FD4+/tDqVRi3bp1\n96xLREStSJiAtLQ04eHhIR555BHx8ccf11vm9ddfFw8//LAYOHCgOHbsWAtH2HT6tm3v3r3Czs5O\n+Pr6Cl9fX/H222+3QpRN8/TTT4suXboIb2/vBsuY6n4TQv/2mfK+E0KIX3/9VajVauHl5SWGDh0q\n1q9fX285U92HcrbPVPfh9evXRWBgoBgwYIBQqVTio48+qrdcY/edSSQMX19fkZaWJoqKikTfvn1F\nSUmJznytVitCQkJEaWmpSElJEdHR0a0UaePp27a9e/eKUaNGtVJ0hklPTxcHDx5s8IBqyvtNCP3b\nZ8r7Tgghzp8/L/Ly8oQQQpSUlIiHH35YlJeX65Qx5X0oZ/tMeR9evXpVCCFEZWWl6Nevnzhx4oTO\n/KbsuzY/NIgh93O0dXLvNxEm2iNsyJAhcHR0bHC+qe632/RtH2C6+w4AunXrBl9fXwCAk5MT+vXr\nh9zcXJ0yprwP5WwfYLr7sFOnTgCAK1eu4NatW+jYsaPO/KbsuzafMBq6n+NO2dnZ8PLykqZv38/R\n1snZNoVCgYyMDPj6+uKVV14xie2Sy1T3m1ztad+dPHkS+fn5CAwM1Hm/vezDhrbPlPdhTU0NBgwY\ngK5du+Lll19Gr169dOY3Zd+1+YQhhzDgfo62buDAgTh37hxycnLg5eWFGTNmtHZIzaY97zeg/ey7\niooKTJgwAcuWLcMDDzygM6897MN7bZ8p70MzMzMcPnwYJ0+exKpVq5CXl6czvyn7rs0nDEPu52jr\n5Gybra0tOnXqBAsLC0ydOhU5OTm4ceNGS4dqFKa63+RqD/uuqqoKY8aMQWxsLEaPHl1nvqnvQ33b\n1x72oaurKx5//PE6zd1N2XdtPmEYcj9HWydn2/7880/pV8C///1v+Pj41GmLNFWmut/kMvV9J4TA\n1KlT4e3tjZkzZ9ZbxpT3oZztM9V9eOHCBVy+fBkAUFpaih9++KFOQmzKvmvVoUHkMuR+jrZO37Z9\n9913WL16NczNzeHj44OlS5e2csTyxcTEIC0tDRcuXECvXr2QmJiIqqoqAKa/3wD922fK+w4ADhw4\ngHXr1sHHxwd+fn4AgMWLF+PXX38FYPr7UM72meo+PH/+PKZMmYLq6mp069YNc+bMQffu3Q0+biqE\nqXYBICKiFtXmm6SIiKhtYMIgIiJZmDCIiEgWJgwiIpKFCYParaKiIvTv31/nvYSEhFbr6fLmm29i\nx44dAGr7xl+8eFFn/qxZs7BixQppOioqCs8995w0PXv2bCxbtgxpaWkYNWpUvesYPXo0zp8/b4To\niZgw6D7TWnch37hxA6mpqRg+fHiDcYSGhiIjIwNA7bAOpaWlOjdWZWZmIiQk5J7rmTRpEj799NNm\njJzob0wYdN9KSUlBcHAwBgwYgJiYGAC14+sMHjwYfn5+mDJlCoqKigDUHvAXLVqEfv36YeLEiQgJ\nCcFPP/0EoHZMsMmTJ0OlUuH111+v907gLVu2YNiwYXXev379OkaMGIE1a9Zg8ODByMzMBFB717+3\ntzdsbW1x+fJl3LhxA8eOHcPAgQMhhMD169cxceJEeHl5YcGCBdLy/uu//gspKSnN/VERATCRG/eI\nmtPtX/eLFi3CwYMH0alTJ5SXlwMAPD09sW/fPnTo0AEbN25EcnIy3nvvPWzduhX5+fnIy8vDgQMH\n8Oijj0rLee2117BlyxbY29tj7ty52LJlCyZMmKCzzkOHDtW5k/b2GEZTpkzBpEmTAADm5uY4d+4c\nMjMzERwcjN9//x2ZmZmws7ND//79YW5e+5VNT0/HkSNH4OrqCn9/f7zwwgvo1asXOnbsCGtraxQX\nF6Nbt25G/Rzp/sMzDGq3FApFncHVhBDSgd7f3x8xMTH47rvvpEHnrl+/jlmzZmHAgAF45513sHPn\nTgDAzp07MXHiRFhaWiI8PBwuLi4AgJ9++glHjx6FWq2Gn58ftm3bhvT09DqxnDhxAq6urjpxjB49\nGs8884yULABg8ODByMjIQEZGBoKDgxEcHIyMjAxkZmYiNDRUKhcYGIi+ffuiY8eOUp3bevfujV9+\n+cXAT4+oLiYMard69uyJy5cvS8N1AEBBQYH0DIR169Zh7ty52LNnDwYPHgwAWLVqFTp37ozc3Fys\nXbsWly5dAtDwtY+amhp4e3sjLy8PeXl5yM/Px8qVKxsse5tCoUBoaChSU1N1yoSEhODAgQM4cuQI\n+vfvj6CgICmB3I4RgM5zOCwtLVFZWSlNCyFgZsavNjU//ldRu9WhQweEh4fjm2++AQAcP34cP//8\nM4YOHQohBIqKijB48GB89NFHOH/+PCorK/H777/j4YcfBgB89tln0rKioqKwceNG3Lx5E2lpaTh7\n9iyA2hGH//zzT+k5JlevXsWJEyfqxOLu7i5dD7lt0aJFcHR0xEsvvSS9N3jwYGzbtg2dO3eGQqGA\no6MjLl++jMzMTJ2EcS+nT59Gnz595H9QRDIxYVC7dvs6hZ+fH+bNm4eVK1fCzMwMt27dQmxsLHx8\nfPDoo48iISEBVlZWmD59OpKTk+Hv749evXpJZxYjR45E37594evri9WrV6Nfv35Ss9TXX3+N1atX\nw8fHB4MHD663OcjX11dnKPvby12xYgWuX7+OuXPnAgC8vb1RWlqqM8y9j48PHBwcoFQqpbp3n/Hc\nnr558yauXbuGrl27NtdHSCTh4INEMtTU1KCqqgodO3ZETk4OZs6ciQMHDsiuf/PmTQQHByM3N9eo\nXXs3btyI/Px8JCYmGm0ddP9iLykiGa5du4bw8HBUVlaiT58+jb75z9LSEtHR0dixYwdGjBhhpCiB\n9evX8z4MMhqeYRARkSy8hkFERLIwYRARkSxMGEREJAsTBhERycKEQUREsjBhEBGRLP8fiL6XK6Gw\nidsAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 128
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The following histogram is for the new apartment."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec_hist(new_apt_and_weather['USAGE'],'june 2014','New Apartment \\n June 2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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0KytZCuBTAPeaWP49AA/xVVl5HCqVSny4UWNOnz6N2tpaeHh4aM1PTU3FBx98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\nxP8B9XukoQYRCbIAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 124
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Below are the cumulative distributions for February and March, which give the probability that usage is a given quantity or less."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure()\n",
      "CDF_old = old_apt_and_weather['USAGE'].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "CDF_new = new_apt_and_weather['USAGE'].hist(normed=1,cumulative=True,histtype='step',bins=200,grid=False)\n",
      "xlim(xmax=max(max(old_apt_and_weather['USAGE']),max(new_apt_and_weather['USAGE'])))\n",
      "ylim(ymax=1)\n",
      "ylabel('Proportion of Hours (x <= X)')\n",
      "xlabel('Usage (kWh)')\n",
      "title('Elec. Usage Cumulative Distributions')\n",
      "#fig.text(0,1,'N_feb = %d hours \\n N_mar = %d hours \\n N_new = %d hours'%[size(old_apt_and_weather['USAGE'].ix['feb 2014']),size(old_apt_and_weather['USAGE'].ix['mar 2014']),size(new_apt_and_weather['USAGE'])])\n",
      "legend(['Old Apt','New Apt'],'lower right')\n",
      "\n",
      "#fig.savefig('ElecCDF - Feb_March2014.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "pyout",
       "prompt_number": 123,
       "text": [
        "<matplotlib.legend.Legend at 0xace6410>"
       ]
      },
      {
       "output_type": "display_data",
       "png": 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8888cPnxYsxGKAnuQ+ICL0RcZvW80dxLuMPidwWzss5EyRmX0HVqOvvkGZs1S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\nIYSLkcQvhBAuRhK/EEK4mD8Bj+QE50zlkLIAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 123
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Typical weekdays and weekends"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Description"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Define a function to calculate average weekday and weekend\n",
      "\n",
      "def avg_day(df,start_date,end_date):\n",
      "    # df is pandas df, has 'USAGE' and 'tempF' fields, indexed by pandas datetime\n",
      "    # date_range is string for .ix call\n",
      "    # returns average_day\n",
      "    # average_day[True\n",
      "    \n",
      "    df_dates = df.ix[start_date:end_date]\n",
      "    \n",
      "    # First groupby weekday/weekend and hour of day\n",
      "    weekday_weekend_hour = df_dates.groupby([(df_dates.index.dayofweek==5)|(df_dates.index.dayofweek==6),df_dates.index.hour])\n",
      "\n",
      "    # Calculate an average weekday and average weekend by hour (electricity and outdoor temp)\n",
      "    average_day = pd.DataFrame([weekday_weekend_hour['USAGE'].mean(),weekday_weekend_hour['tempF'].mean()])\n",
      "    \n",
      "    average_weekend = average_day[True]\n",
      "    average_weekday = average_day[False]\n",
      "\n",
      "    return average_weekday, average_weekend\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 145
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This plots the overall average weekday and weekend from Jan. 18 through March.  Subsequent plots separate February and March."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "weekday_oldapt_march, weekend_oldapt_march = avg_day(old_apt_and_weather,'1-mar-2014','31-mar-2014')\n",
      "weekday_newapt_june, weekend_newapt_june = avg_day(new_apt_and_weather,'1-jun-2014','30-jun-2014')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 176
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=[12,6])\n",
      "\n",
      "weekend_linestyle = 'dashed'\n",
      "linewidth = 2\n",
      "\n",
      "plot1 = weekend_oldapt_march.ix['USAGE'].plot(linestyle=weekend_linestyle,marker='',color=gray_light,linewidth=linewidth)\n",
      "plot2 = weekday_oldapt_march.ix['USAGE'].plot(marker='',color=gray_light,linewidth=linewidth)\n",
      "plot3 = weekend_newapt_june.ix['USAGE'].plot(linestyle=weekend_linestyle,marker='',color=red_orange,linewidth=linewidth)\n",
      "plot4 = weekday_newapt_june.ix['USAGE'].plot(marker='',color=red_orange,grid='off',linewidth=linewidth)\n",
      "ylim(ymin=0,ymax=3)\n",
      "xlim(xmax=23)\n",
      "xticks(np.arange(0,23,2))\n",
      "xlabel('Hour of Day')\n",
      "\n",
      "ylabel('Electricity Usage (kWh)')\n",
      "title('Average Day of Electricity Consumption')\n",
      "legend(['Old Apt, Weekend in March, (Daily Total = %.2f kWh)' % round(sum(weekend_oldapt_march.ix['USAGE']),1),\n",
      "    'Old Apt, Weekday in March, (Daily Total = %.2f kWh)' % round(sum(weekday_oldapt_march.ix['USAGE']),1),\n",
      "    'New Apt, Weekend in June, (Daily Total = %.2f kWh)' % round(sum(weekend_newapt_june.ix['USAGE']),1),\n",
      "    'New Apt, Weekday in June, (Daily Total = %.2f kWh)' % round(sum(weekday_newapt_june.ix['USAGE']),1)],\n",
      "    'upper right')\n",
      "\n",
      "fig.savefig('plots/Average_Days_New_and_Old_Apts.png')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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vpk2bhoWFhXyHLDY2Vk4zNzfn8uXLNTomNSGCZkEQhDeQubk5BQUFakdZjh49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\n0TRYNBMRERERTeN/BP5BPaSBYPAAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 207
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "print 'Total Daily Usage'\n",
      "print 'Weekday @ Old Apartment in March:',round(sum(weekday_oldapt_march.ix['USAGE']),1)\n",
      "print 'Weekend @ Old Apartment in March:',round(sum(weekend_oldapt_march.ix['USAGE']),1)\n",
      "print 'Weekday @ New Apartment in June:',round(sum(weekday_newapt_june.ix['USAGE']),1)\n",
      "print 'Weekend @ New Apartment in June:',round(sum(weekend_newapt_june.ix['USAGE']),1)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Total Daily Usage\n",
        "Weekday @ Old Apartment in March: 22.0\n",
        "Weekend @ Old Apartment in March: 18.0\n",
        "Weekday @ New Apartment in June: 19.8\n",
        "Weekend @ New Apartment in June: 24.5\n"
       ]
      }
     ],
     "prompt_number": 209
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "a=pd.DataFrame(old_apt_and_weather['USAGE'].groupby(old_apt_and_weather.index.date).sum(),index=pd.to_datetime(old_apt_and_weather.index.date))\n",
      "a = a.groupby(a.index.month).mean().plot(marker='o')\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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cYhYB277d7siCgwq6iDhOly5mNswXX0CfPvDLX0Jamlk7pjlTD11EHK+iApYt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\nRMQlVNBFRFxCBV1ExCVU0EVEXOL/A7gwAnfW0PQ7AAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 324
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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      },
      {
       "output_type": "display_data",
       "png": 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vHDkix477+cmx440b6x0REVHV2DP/hRDyKc7nngNeflmuz+nhoXdUROROOM5c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\nRK5CYII=\n"
      }
     ],
     "prompt_number": 321
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}